pacman::p_load(tmap, sf, DT, stplanr, tidyverse)Hands-on Exercise 10
Spatial Interaction Models
10A: Processing and Visualising Flow Data
1 Getting Started
2 Preparing the Flow Data
2.1 Importing OD Data
Import Passenger Volume by Origin Destination Bus Stops
odbus <- read_csv("data/aspatial/origin_destination_bus_202210.csv")Rows: 5122925 Columns: 7
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (3): YEAR_MONTH, DAY_TYPE, PT_TYPE
dbl (4): TIME_PER_HOUR, ORIGIN_PT_CODE, DESTINATION_PT_CODE, TOTAL_TRIPS
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.glimpse(odbus)Rows: 5,122,925
Columns: 7
$ YEAR_MONTH <chr> "2022-10", "2022-10", "2022-10", "2022-10", "2022-…
$ DAY_TYPE <chr> "WEEKDAY", "WEEKENDS/HOLIDAY", "WEEKENDS/HOLIDAY",…
$ TIME_PER_HOUR <dbl> 10, 10, 7, 11, 16, 16, 20, 7, 7, 11, 11, 8, 11, 11…
$ PT_TYPE <chr> "BUS", "BUS", "BUS", "BUS", "BUS", "BUS", "BUS", "…
$ ORIGIN_PT_CODE <dbl> 65239, 65239, 23519, 52509, 54349, 54349, 43371, 8…
$ DESTINATION_PT_CODE <dbl> 65159, 65159, 23311, 42041, 53241, 53241, 14139, 9…
$ TOTAL_TRIPS <dbl> 2, 1, 2, 1, 1, 4, 1, 3, 1, 5, 2, 5, 15, 40, 1, 1, …odbus$ORIGIN_PT_CODE <- as.factor(odbus$ORIGIN_PT_CODE)
odbus$DESTINATION_PT_CODE <- as.factor(odbus$DESTINATION_PT_CODE) 2.2 Extracting the Study Data
odbus6_9 <- odbus %>%
filter(DAY_TYPE == "WEEKDAY") %>%
filter(TIME_PER_HOUR >= 6 &
TIME_PER_HOUR <= 9) %>%
group_by(ORIGIN_PT_CODE,
DESTINATION_PT_CODE) %>%
summarise(TRIPS = sum(TOTAL_TRIPS))`summarise()` has grouped output by 'ORIGIN_PT_CODE'. You can override using
the `.groups` argument.datatable(odbus6_9)Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.htmlwrite_rds(odbus6_9, "data/rds/odbus6_9.rds")odbus6_9 <- read_rds("data/rds/odbus6_9.rds")3 Working with Geospatial Data
3.1 Import Geospatial Data
busstop <- st_read(dsn = "data/geospatial",
layer = "BusStop") %>%
st_transform(crs = 3414)Reading layer `BusStop' from data source
`C:\brigittatsai\ISSS626_AY2024-25_T1\Hands-on_Ex\Hands-on_Ex10\data\geospatial'
using driver `ESRI Shapefile'
Simple feature collection with 5159 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21mpsz <- st_read(dsn = "data/geospatial",
layer = "MPSZ-2019") %>%
st_transform(crs = 3414)Reading layer `MPSZ-2019' from data source
`C:\brigittatsai\ISSS626_AY2024-25_T1\Hands-on_Ex\Hands-on_Ex10\data\geospatial'
using driver `ESRI Shapefile'
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 103.6057 ymin: 1.158699 xmax: 104.0885 ymax: 1.470775
Geodetic CRS: WGS 84mpszSimple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
SUBZONE_N SUBZONE_C PLN_AREA_N PLN_AREA_C REGION_N
1 MARINA EAST MESZ01 MARINA EAST ME CENTRAL REGION
2 INSTITUTION HILL RVSZ05 RIVER VALLEY RV CENTRAL REGION
3 ROBERTSON QUAY SRSZ01 SINGAPORE RIVER SR CENTRAL REGION
4 JURONG ISLAND AND BUKOM WISZ01 WESTERN ISLANDS WI WEST REGION
5 FORT CANNING MUSZ02 MUSEUM MU CENTRAL REGION
6 MARINA EAST (MP) MPSZ05 MARINE PARADE MP CENTRAL REGION
7 SUDONG WISZ03 WESTERN ISLANDS WI WEST REGION
8 SEMAKAU WISZ02 WESTERN ISLANDS WI WEST REGION
9 SOUTHERN GROUP SISZ02 SOUTHERN ISLANDS SI CENTRAL REGION
10 SENTOSA SISZ01 SOUTHERN ISLANDS SI CENTRAL REGION
REGION_C geometry
1 CR MULTIPOLYGON (((33222.98 29...
2 CR MULTIPOLYGON (((28481.45 30...
3 CR MULTIPOLYGON (((28087.34 30...
4 WR MULTIPOLYGON (((14557.7 304...
5 CR MULTIPOLYGON (((29542.53 31...
6 CR MULTIPOLYGON (((35279.55 30...
7 WR MULTIPOLYGON (((15772.59 21...
8 WR MULTIPOLYGON (((19843.41 21...
9 CR MULTIPOLYGON (((30870.53 22...
10 CR MULTIPOLYGON (((26879.04 26...mpsz <- write_rds(mpsz, "data/rds/mpsz.rds")4 Geospatial Data Wrangling
4.1 Combining Bus Stop and MPSZ
busstop_mpsz <- st_intersection(busstop, mpsz) %>%
select(BUS_STOP_N, SUBZONE_C) %>%
st_drop_geometry()Warning: attribute variables are assumed to be spatially constant throughout
all geometriesdatatable(busstop_mpsz)write_rds(busstop_mpsz, "data/rds/busstop_mpsz.rds") Append planning subzone code from busstop_mpsz data onto odbus6_9 data
od_data <- left_join(odbus6_9 , busstop_mpsz,
by = c("ORIGIN_PT_CODE" = "BUS_STOP_N")) %>%
rename(ORIGIN_BS = ORIGIN_PT_CODE,
ORIGIN_SZ = SUBZONE_C,
DESTIN_BS = DESTINATION_PT_CODE)Warning in left_join(odbus6_9, busstop_mpsz, by = c(ORIGIN_PT_CODE = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 55491 of `x` matches multiple rows in `y`.
ℹ Row 161 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
"many-to-many"` to silence this warning.duplicate <- od_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()od_data <- unique(od_data)od_data <- left_join(od_data , busstop_mpsz,
by = c("DESTIN_BS" = "BUS_STOP_N")) Warning in left_join(od_data, busstop_mpsz, by = c(DESTIN_BS = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 74 of `x` matches multiple rows in `y`.
ℹ Row 1379 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
"many-to-many"` to silence this warning.duplicate <- od_data %>%
group_by_all() %>%
filter(n()>1) %>%
ungroup()od_data <- unique(od_data)od_data <- od_data %>%
rename(DESTIN_SZ = SUBZONE_C) %>%
drop_na() %>%
group_by(ORIGIN_SZ, DESTIN_SZ) %>%
summarise(MORNING_PEAK = sum(TRIPS))`summarise()` has grouped output by 'ORIGIN_SZ'. You can override using the
`.groups` argument.write_rds(od_data, "data/rds/od_data_fii.rds")od_data_fii <- read_rds("data/rds/od_data.rds")5 Visualising Spatial Interaction
5.1 Removing Intra-zonal Flows
od_data_fij <- od_data[od_data$ORIGIN_SZ!=od_data$DESTIN_SZ,]write_rds(od_data_fij, "data/rds/od_data_fij.rds")od_data_fij <- read_rds("data/rds/od_data_fij.rds")5.2 Creating Desire Lines
flowLine <- od2line(flow = od_data_fij,
zones = mpsz,
zone_code = "SUBZONE_C")Creating centroids representing desire line start and end points.write_rds(flowLine, "data/rds/flowLine.rds")flowLine <- read_rds("data/rds/flowLine.rds")5.3 Visualising the Desire Lines
tm_shape(mpsz) +
tm_polygons() +
flowLine %>%
tm_shape() +
tm_lines(lwd = "MORNING_PEAK",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3)Warning in g$scale * (x/maxW): longer object length is not a multiple of
shorter object lengthLegend labels were too wide. Therefore, legend.text.size has been set to 0.66. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.
tm_shape(mpsz) +
tm_polygons() +
flowLine %>%
filter(MORNING_PEAK >= 5000) %>%
tm_shape() +
tm_lines(lwd = "MORNING_PEAK",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3)Warning in g$scale * (x/maxW): longer object length is not a multiple of
shorter object lengthLegend labels were too wide. Therefore, legend.text.size has been set to 0.66. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.
10B: Calibrating Spatial Interaction Models
1 Getting Started
pacman::p_load(tmap, sf, sp,
performance, reshape2,
ggpubr, tidyverse)2 Computing Distance Matrix
mpszSimple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
SUBZONE_N SUBZONE_C PLN_AREA_N PLN_AREA_C REGION_N
1 MARINA EAST MESZ01 MARINA EAST ME CENTRAL REGION
2 INSTITUTION HILL RVSZ05 RIVER VALLEY RV CENTRAL REGION
3 ROBERTSON QUAY SRSZ01 SINGAPORE RIVER SR CENTRAL REGION
4 JURONG ISLAND AND BUKOM WISZ01 WESTERN ISLANDS WI WEST REGION
5 FORT CANNING MUSZ02 MUSEUM MU CENTRAL REGION
6 MARINA EAST (MP) MPSZ05 MARINE PARADE MP CENTRAL REGION
7 SUDONG WISZ03 WESTERN ISLANDS WI WEST REGION
8 SEMAKAU WISZ02 WESTERN ISLANDS WI WEST REGION
9 SOUTHERN GROUP SISZ02 SOUTHERN ISLANDS SI CENTRAL REGION
10 SENTOSA SISZ01 SOUTHERN ISLANDS SI CENTRAL REGION
REGION_C geometry
1 CR MULTIPOLYGON (((33222.98 29...
2 CR MULTIPOLYGON (((28481.45 30...
3 CR MULTIPOLYGON (((28087.34 30...
4 WR MULTIPOLYGON (((14557.7 304...
5 CR MULTIPOLYGON (((29542.53 31...
6 CR MULTIPOLYGON (((35279.55 30...
7 WR MULTIPOLYGON (((15772.59 21...
8 WR MULTIPOLYGON (((19843.41 21...
9 CR MULTIPOLYGON (((30870.53 22...
10 CR MULTIPOLYGON (((26879.04 26...2.1 Convert sf to Spatial Polygon Dataframe
mpsz_sp <- as(mpsz, "Spatial")
mpsz_spclass : SpatialPolygonsDataFrame
features : 332
extent : 2667.538, 56396.44, 15748.72, 50256.33 (xmin, xmax, ymin, ymax)
crs : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs
variables : 6
names : SUBZONE_N, SUBZONE_C, PLN_AREA_N, PLN_AREA_C, REGION_N, REGION_C
min values : ADMIRALTY, AMSZ01, ANG MO KIO, AM, CENTRAL REGION, CR
max values : YUNNAN, YSSZ09, YISHUN, YS, WEST REGION, WR 2.2 Computing the distance matrix
dist <- spDists(mpsz_sp,
longlat = FALSE)head(dist, n=c(10, 10)) [,1] [,2] [,3] [,4] [,5] [,6] [,7]
[1,] 0.000 3926.0025 3939.108 20252.964 2989.9839 1431.330 19211.836
[2,] 3926.003 0.0000 305.737 16513.865 951.8314 5254.066 16242.523
[3,] 3939.108 305.7370 0.000 16412.062 1045.9088 5299.849 16026.146
[4,] 20252.964 16513.8648 16412.062 0.000 17450.3044 21665.795 7229.017
[5,] 2989.984 951.8314 1045.909 17450.304 0.0000 4303.232 17020.916
[6,] 1431.330 5254.0664 5299.849 21665.795 4303.2323 0.000 20617.082
[7,] 19211.836 16242.5230 16026.146 7229.017 17020.9161 20617.082 0.000
[8,] 14960.942 12749.4101 12477.871 11284.279 13336.0421 16281.453 5606.082
[9,] 7515.256 7934.8082 7649.776 18427.503 7801.6163 8403.896 14810.930
[10,] 6391.342 4975.0021 4669.295 15469.566 5226.8731 7707.091 13111.391
[,8] [,9] [,10]
[1,] 14960.942 7515.256 6391.342
[2,] 12749.410 7934.808 4975.002
[3,] 12477.871 7649.776 4669.295
[4,] 11284.279 18427.503 15469.566
[5,] 13336.042 7801.616 5226.873
[6,] 16281.453 8403.896 7707.091
[7,] 5606.082 14810.930 13111.391
[8,] 0.000 9472.024 8575.490
[9,] 9472.024 0.000 3780.800
[10,] 8575.490 3780.800 0.0002.3 Labelling Column and Row Headers of a distance matrix
sz_names <- mpsz$SUBZONE_Ccolnames(dist) <- paste0(sz_names)
rownames(dist) <- paste0(sz_names)2.4 Pivoting Distance Value by Subzone_C
distPair <- melt(dist) %>%
rename(dist = value)
head(distPair, 10) Var1 Var2 dist
1 MESZ01 MESZ01 0.000
2 RVSZ05 MESZ01 3926.003
3 SRSZ01 MESZ01 3939.108
4 WISZ01 MESZ01 20252.964
5 MUSZ02 MESZ01 2989.984
6 MPSZ05 MESZ01 1431.330
7 WISZ03 MESZ01 19211.836
8 WISZ02 MESZ01 14960.942
9 SISZ02 MESZ01 7515.256
10 SISZ01 MESZ01 6391.3422.5 Updating Intra-zonal Distances
distPair %>%
filter(dist > 0) %>%
summary() Var1 Var2 dist
MESZ01 : 331 MESZ01 : 331 Min. : 173.8
RVSZ05 : 331 RVSZ05 : 331 1st Qu.: 7149.5
SRSZ01 : 331 SRSZ01 : 331 Median :11890.0
WISZ01 : 331 WISZ01 : 331 Mean :12229.4
MUSZ02 : 331 MUSZ02 : 331 3rd Qu.:16401.7
MPSZ05 : 331 MPSZ05 : 331 Max. :49894.4
(Other):107906 (Other):107906 distPair$dist <- ifelse(distPair$dist == 0,
50, distPair$dist)distPair %>%
summary() Var1 Var2 dist
MESZ01 : 332 MESZ01 : 332 Min. : 50
RVSZ05 : 332 RVSZ05 : 332 1st Qu.: 7097
SRSZ01 : 332 SRSZ01 : 332 Median :11864
WISZ01 : 332 WISZ01 : 332 Mean :12193
MUSZ02 : 332 MUSZ02 : 332 3rd Qu.:16388
MPSZ05 : 332 MPSZ05 : 332 Max. :49894
(Other):108232 (Other):108232 distPair <- distPair %>%
rename(orig = Var1,
dest = Var2)write_rds(distPair, "data/rds/distPair.rds") distPair <- read_rds("data/rds/distPair.rds")3 Preparing the Flow Data
od_data_fii <- read_rds("data/rds/od_data_fii.rds")flow_data <- od_data_fii %>%
group_by(ORIGIN_SZ, DESTIN_SZ) %>%
summarize(TRIPS = sum(MORNING_PEAK)) `summarise()` has grouped output by 'ORIGIN_SZ'. You can override using the
`.groups` argument.head(flow_data, 10)# A tibble: 10 × 3
# Groups: ORIGIN_SZ [1]
ORIGIN_SZ DESTIN_SZ TRIPS
<chr> <chr> <dbl>
1 AMSZ01 AMSZ01 1998
2 AMSZ01 AMSZ02 8289
3 AMSZ01 AMSZ03 8971
4 AMSZ01 AMSZ04 2252
5 AMSZ01 AMSZ05 6136
6 AMSZ01 AMSZ06 2148
7 AMSZ01 AMSZ07 1620
8 AMSZ01 AMSZ08 1925
9 AMSZ01 AMSZ09 1773
10 AMSZ01 AMSZ10 633.1 Separating Intra-flow from passenger volume df
flow_data$FlowNoIntra <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0, flow_data$TRIPS)
flow_data$offset <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0.000001, 1)3.2 Combining Passenger Volume Data with Distance Value
flow_data$ORIGIN_SZ <- as.factor(flow_data$ORIGIN_SZ)
flow_data$DESTIN_SZ <- as.factor(flow_data$DESTIN_SZ)flow_data1 <- flow_data %>%
left_join (distPair,
by = c("ORIGIN_SZ" = "orig",
"DESTIN_SZ" = "dest"))4 Preparing Origin and Destination Attributes
4.1 Importing Population Data
pop <- read_csv("data/aspatial/pop.csv")Rows: 332 Columns: 5
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (2): PA, SZ
dbl (3): AGE7_12, AGE13_24, AGE25_64
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.4.2 Geospatial Data Wrangling
pop <- pop %>%
left_join(mpsz,
by = c("PA" = "PLN_AREA_N",
"SZ" = "SUBZONE_N")) %>%
select(1:6) %>%
rename(SZ_NAME = SZ,
SZ = SUBZONE_C)4.3 Preparing Origin Attribute
flow_data1 <- flow_data1 %>%
left_join(pop,
by = c(ORIGIN_SZ = "SZ")) %>%
rename(ORIGIN_AGE7_12 = AGE7_12,
ORIGIN_AGE13_24 = AGE13_24,
ORIGIN_AGE25_64 = AGE25_64) %>%
select(-c(PA, SZ_NAME))4.4 Preparing Destination Attribute
flow_data1 <- flow_data1 %>%
left_join(pop,
by = c(DESTIN_SZ = "SZ")) %>%
rename(DESTIN_AGE7_12 = AGE7_12,
DESTIN_AGE13_24 = AGE13_24,
DESTIN_AGE25_64 = AGE25_64) %>%
select(-c(PA, SZ_NAME))write_rds(flow_data1, "data/rds/SIM_data.rds")5 Calibrating Spatial Interaction Models
5.1 Importing the Modelling Data
SIM_data <- read_rds("data/rds/SIM_data.rds")5.2 Visualising the Dependent Variable
ggplot(data = SIM_data,
aes(x = TRIPS)) +
geom_histogram()`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
ggplot(data = SIM_data,
aes(x = dist,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
ggplot(data = SIM_data,
aes(x = log(dist),
y = log(TRIPS))) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
5.3 Checking for Variables with Zero Values
summary(SIM_data) ORIGIN_SZ DESTIN_SZ TRIPS FlowNoIntra
Length:14734 Length:14734 Min. : 1 Min. : 0.0
Class :character Class :character 1st Qu.: 14 1st Qu.: 13.0
Mode :character Mode :character Median : 76 Median : 70.0
Mean : 1021 Mean : 839.9
3rd Qu.: 426 3rd Qu.: 379.0
Max. :232187 Max. :148274.0
offset dist ORIGIN_AGE7_12 ORIGIN_AGE13_24
Min. :0.000001 Min. : 50 Min. : 0 Min. : 0
1st Qu.:1.000000 1st Qu.: 3346 1st Qu.: 240 1st Qu.: 440
Median :1.000000 Median : 6067 Median : 700 Median : 1350
Mean :0.982150 Mean : 6880 Mean :1032 Mean : 2269
3rd Qu.:1.000000 3rd Qu.: 9729 3rd Qu.:1480 3rd Qu.: 3260
Max. :1.000000 Max. :26136 Max. :6340 Max. :16380
ORIGIN_AGE25_64 DESTIN_AGE7_12 DESTIN_AGE13_24 DESTIN_AGE25_64
Min. : 0 Min. : 0 Min. : 0 Min. : 0
1st Qu.: 2200 1st Qu.: 240 1st Qu.: 460 1st Qu.: 2200
Median : 6810 Median : 720 Median : 1420 Median : 7030
Mean :10487 Mean :1033 Mean : 2290 Mean :10574
3rd Qu.:15770 3rd Qu.:1500 3rd Qu.: 3260 3rd Qu.:15830
Max. :74610 Max. :6340 Max. :16380 Max. :74610 SIM_data$DESTIN_AGE7_12 <- ifelse(
SIM_data$DESTIN_AGE7_12 == 0,
0.99, SIM_data$DESTIN_AGE7_12)
SIM_data$DESTIN_AGE13_24 <- ifelse(
SIM_data$DESTIN_AGE13_24 == 0,
0.99, SIM_data$DESTIN_AGE13_24)
SIM_data$DESTIN_AGE25_64 <- ifelse(
SIM_data$DESTIN_AGE25_64 == 0,
0.99, SIM_data$DESTIN_AGE25_64)
SIM_data$ORIGIN_AGE7_12 <- ifelse(
SIM_data$ORIGIN_AGE7_12 == 0,
0.99, SIM_data$ORIGIN_AGE7_12)
SIM_data$ORIGIN_AGE13_24 <- ifelse(
SIM_data$ORIGIN_AGE13_24 == 0,
0.99, SIM_data$ORIGIN_AGE13_24)
SIM_data$ORIGIN_AGE25_64 <- ifelse(
SIM_data$ORIGIN_AGE25_64 == 0,
0.99, SIM_data$ORIGIN_AGE25_64)summary(SIM_data) ORIGIN_SZ DESTIN_SZ TRIPS FlowNoIntra
Length:14734 Length:14734 Min. : 1 Min. : 0.0
Class :character Class :character 1st Qu.: 14 1st Qu.: 13.0
Mode :character Mode :character Median : 76 Median : 70.0
Mean : 1021 Mean : 839.9
3rd Qu.: 426 3rd Qu.: 379.0
Max. :232187 Max. :148274.0
offset dist ORIGIN_AGE7_12 ORIGIN_AGE13_24
Min. :0.000001 Min. : 50 Min. : 0.99 Min. : 0.99
1st Qu.:1.000000 1st Qu.: 3346 1st Qu.: 240.00 1st Qu.: 440.00
Median :1.000000 Median : 6067 Median : 700.00 Median : 1350.00
Mean :0.982150 Mean : 6880 Mean :1031.86 Mean : 2268.84
3rd Qu.:1.000000 3rd Qu.: 9729 3rd Qu.:1480.00 3rd Qu.: 3260.00
Max. :1.000000 Max. :26136 Max. :6340.00 Max. :16380.00
ORIGIN_AGE25_64 DESTIN_AGE7_12 DESTIN_AGE13_24 DESTIN_AGE25_64
Min. : 0.99 Min. : 0.99 Min. : 0.99 Min. : 0.99
1st Qu.: 2200.00 1st Qu.: 240.00 1st Qu.: 460.00 1st Qu.: 2200.00
Median : 6810.00 Median : 720.00 Median : 1420.00 Median : 7030.00
Mean :10487.62 Mean :1033.40 Mean : 2290.35 Mean :10574.46
3rd Qu.:15770.00 3rd Qu.:1500.00 3rd Qu.: 3260.00 3rd Qu.:15830.00
Max. :74610.00 Max. :6340.00 Max. :16380.00 Max. :74610.00 5.4 Unconstrained Spatial Interaction Model
uncSIM <- glm(formula = TRIPS ~
log(ORIGIN_AGE25_64) +
log(DESTIN_AGE25_64) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
uncSIM
Call: glm(formula = TRIPS ~ log(ORIGIN_AGE25_64) + log(DESTIN_AGE25_64) +
log(dist), family = poisson(link = "log"), data = SIM_data,
na.action = na.exclude)
Coefficients:
(Intercept) log(ORIGIN_AGE25_64) log(DESTIN_AGE25_64)
10.407308 0.244859 0.009562
log(dist)
-0.705896
Degrees of Freedom: 14733 Total (i.e. Null); 14730 Residual
Null Deviance: 60800000
Residual Deviance: 36430000 AIC: 365200005.5 R Squared Function
CalcRSquared <- function(observed,estimated){
r <- cor(observed,estimated)
R2 <- r^2
R2
}CalcRSquared(uncSIM$data$TRIPS, uncSIM$fitted.values)[1] 0.1892576r2_mcfadden(uncSIM)# R2 for Generalized Linear Regression
R2: 0.400
adj. R2: 0.4005.6 Origin (Production) Constrained SIM
orcSIM <- glm(formula = TRIPS ~
ORIGIN_SZ +
log(DESTIN_AGE25_64) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(orcSIM)
Call:
glm(formula = TRIPS ~ ORIGIN_SZ + log(DESTIN_AGE25_64) + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 1.211e+01 3.785e-03 3199.012 < 2e-16 ***
ORIGIN_SZAMSZ02 1.008e+00 4.450e-03 226.401 < 2e-16 ***
ORIGIN_SZAMSZ03 5.474e-01 4.563e-03 119.959 < 2e-16 ***
ORIGIN_SZAMSZ04 -7.494e-02 5.187e-03 -14.448 < 2e-16 ***
ORIGIN_SZAMSZ05 -2.006e-01 5.790e-03 -34.650 < 2e-16 ***
ORIGIN_SZAMSZ06 4.193e-01 5.130e-03 81.736 < 2e-16 ***
ORIGIN_SZAMSZ07 -1.372e+00 9.683e-03 -141.686 < 2e-16 ***
ORIGIN_SZAMSZ08 -1.022e+00 8.956e-03 -114.087 < 2e-16 ***
ORIGIN_SZAMSZ09 2.239e-01 5.408e-03 41.396 < 2e-16 ***
ORIGIN_SZAMSZ10 5.061e-01 4.716e-03 107.311 < 2e-16 ***
ORIGIN_SZAMSZ11 -1.856e+00 1.285e-02 -144.414 < 2e-16 ***
ORIGIN_SZAMSZ12 -1.580e+00 1.076e-02 -146.883 < 2e-16 ***
ORIGIN_SZBDSZ01 1.072e+00 4.345e-03 246.734 < 2e-16 ***
ORIGIN_SZBDSZ02 5.198e-01 5.079e-03 102.340 < 2e-16 ***
ORIGIN_SZBDSZ03 9.865e-01 4.490e-03 219.724 < 2e-16 ***
ORIGIN_SZBDSZ04 1.767e+00 3.894e-03 453.646 < 2e-16 ***
ORIGIN_SZBDSZ05 6.395e-01 4.546e-03 140.691 < 2e-16 ***
ORIGIN_SZBDSZ06 9.363e-01 4.543e-03 206.094 < 2e-16 ***
ORIGIN_SZBDSZ07 -1.281e+00 9.558e-03 -133.991 < 2e-16 ***
ORIGIN_SZBDSZ08 -1.167e+00 9.032e-03 -129.194 < 2e-16 ***
ORIGIN_SZBKSZ01 -4.540e-01 6.538e-03 -69.437 < 2e-16 ***
ORIGIN_SZBKSZ02 3.736e-01 5.115e-03 73.050 < 2e-16 ***
ORIGIN_SZBKSZ03 5.841e-01 4.934e-03 118.375 < 2e-16 ***
ORIGIN_SZBKSZ04 -1.177e-01 5.914e-03 -19.895 < 2e-16 ***
ORIGIN_SZBKSZ05 -2.164e-01 5.832e-03 -37.115 < 2e-16 ***
ORIGIN_SZBKSZ06 3.684e-03 5.873e-03 0.627 0.53048
ORIGIN_SZBKSZ07 7.456e-01 4.426e-03 168.439 < 2e-16 ***
ORIGIN_SZBKSZ08 -2.279e-02 5.348e-03 -4.261 2.04e-05 ***
ORIGIN_SZBKSZ09 -9.572e-02 5.721e-03 -16.733 < 2e-16 ***
ORIGIN_SZBLSZ01 -1.688e+00 1.482e-02 -113.887 < 2e-16 ***
ORIGIN_SZBLSZ02 -2.154e+00 1.924e-02 -111.980 < 2e-16 ***
ORIGIN_SZBLSZ03 -3.249e+00 3.930e-02 -82.662 < 2e-16 ***
ORIGIN_SZBLSZ04 -2.203e+00 2.306e-02 -95.557 < 2e-16 ***
ORIGIN_SZBMSZ01 -1.267e-01 5.222e-03 -24.266 < 2e-16 ***
ORIGIN_SZBMSZ02 -1.075e+00 6.742e-03 -159.386 < 2e-16 ***
ORIGIN_SZBMSZ03 -4.386e-01 5.794e-03 -75.707 < 2e-16 ***
ORIGIN_SZBMSZ04 -6.333e-02 5.157e-03 -12.280 < 2e-16 ***
ORIGIN_SZBMSZ05 -2.256e+00 1.247e-02 -180.957 < 2e-16 ***
ORIGIN_SZBMSZ06 -2.378e+00 1.618e-02 -147.029 < 2e-16 ***
ORIGIN_SZBMSZ07 -4.769e-01 5.653e-03 -84.362 < 2e-16 ***
ORIGIN_SZBMSZ08 -5.652e-01 5.811e-03 -97.259 < 2e-16 ***
ORIGIN_SZBMSZ09 -1.232e+00 8.688e-03 -141.760 < 2e-16 ***
ORIGIN_SZBMSZ10 -1.471e+00 9.130e-03 -161.131 < 2e-16 ***
ORIGIN_SZBMSZ11 -7.866e-01 6.595e-03 -119.263 < 2e-16 ***
ORIGIN_SZBMSZ12 -1.072e+00 9.149e-03 -117.206 < 2e-16 ***
ORIGIN_SZBMSZ13 -1.207e-01 5.691e-03 -21.218 < 2e-16 ***
ORIGIN_SZBMSZ14 -5.376e-01 6.629e-03 -81.098 < 2e-16 ***
ORIGIN_SZBMSZ15 -3.253e-01 6.054e-03 -53.740 < 2e-16 ***
ORIGIN_SZBMSZ16 -1.548e+00 9.144e-03 -169.303 < 2e-16 ***
ORIGIN_SZBMSZ17 -2.169e+00 1.576e-02 -137.622 < 2e-16 ***
ORIGIN_SZBPSZ01 1.369e-01 5.553e-03 24.660 < 2e-16 ***
ORIGIN_SZBPSZ02 -3.292e-02 6.462e-03 -5.094 3.50e-07 ***
ORIGIN_SZBPSZ03 1.491e-01 6.149e-03 24.241 < 2e-16 ***
ORIGIN_SZBPSZ04 3.544e-01 5.084e-03 69.711 < 2e-16 ***
ORIGIN_SZBPSZ05 5.454e-01 4.554e-03 119.764 < 2e-16 ***
ORIGIN_SZBPSZ06 -1.406e+00 9.311e-03 -151.045 < 2e-16 ***
ORIGIN_SZBPSZ07 -1.004e+00 8.575e-03 -117.068 < 2e-16 ***
ORIGIN_SZBSSZ01 -1.625e-02 5.276e-03 -3.080 0.00207 **
ORIGIN_SZBSSZ02 3.088e-01 4.787e-03 64.495 < 2e-16 ***
ORIGIN_SZBSSZ03 2.555e-01 4.689e-03 54.487 < 2e-16 ***
ORIGIN_SZBTSZ01 -6.646e-02 5.385e-03 -12.340 < 2e-16 ***
ORIGIN_SZBTSZ02 -1.078e+00 7.797e-03 -138.225 < 2e-16 ***
ORIGIN_SZBTSZ03 -2.284e-01 5.727e-03 -39.876 < 2e-16 ***
ORIGIN_SZBTSZ04 -1.053e+00 1.019e-02 -103.339 < 2e-16 ***
ORIGIN_SZBTSZ05 -1.647e+00 1.100e-02 -149.690 < 2e-16 ***
ORIGIN_SZBTSZ06 -7.804e-01 7.181e-03 -108.682 < 2e-16 ***
ORIGIN_SZBTSZ07 -2.298e+00 1.321e-02 -173.921 < 2e-16 ***
ORIGIN_SZBTSZ08 -1.283e+00 9.394e-03 -136.560 < 2e-16 ***
ORIGIN_SZCBSZ01 -1.911e+00 5.483e-02 -34.844 < 2e-16 ***
ORIGIN_SZCCSZ01 -1.758e+00 1.331e-02 -132.099 < 2e-16 ***
ORIGIN_SZCHSZ01 -1.236e+00 1.178e-02 -104.954 < 2e-16 ***
ORIGIN_SZCHSZ02 -5.424e-01 7.940e-03 -68.307 < 2e-16 ***
ORIGIN_SZCHSZ03 4.332e-01 5.841e-03 74.153 < 2e-16 ***
ORIGIN_SZCKSZ01 1.843e-01 5.117e-03 36.007 < 2e-16 ***
ORIGIN_SZCKSZ02 6.800e-01 5.087e-03 133.672 < 2e-16 ***
ORIGIN_SZCKSZ03 8.030e-01 4.522e-03 177.574 < 2e-16 ***
ORIGIN_SZCKSZ04 1.298e+00 4.562e-03 284.446 < 2e-16 ***
ORIGIN_SZCKSZ05 1.011e+00 5.305e-03 190.602 < 2e-16 ***
ORIGIN_SZCKSZ06 1.262e+00 5.042e-03 250.262 < 2e-16 ***
ORIGIN_SZCLSZ01 -6.805e-01 7.661e-03 -88.836 < 2e-16 ***
ORIGIN_SZCLSZ02 -1.837e+00 1.364e-02 -134.665 < 2e-16 ***
ORIGIN_SZCLSZ03 -1.001e+00 7.949e-03 -125.969 < 2e-16 ***
ORIGIN_SZCLSZ04 6.966e-01 4.460e-03 156.204 < 2e-16 ***
ORIGIN_SZCLSZ05 -1.974e+00 1.474e-02 -133.906 < 2e-16 ***
ORIGIN_SZCLSZ06 8.585e-01 4.204e-03 204.230 < 2e-16 ***
ORIGIN_SZCLSZ07 -2.974e-01 5.575e-03 -53.346 < 2e-16 ***
ORIGIN_SZCLSZ08 3.231e-01 5.802e-03 55.688 < 2e-16 ***
ORIGIN_SZCLSZ09 -1.697e+00 1.555e-02 -109.106 < 2e-16 ***
ORIGIN_SZDTSZ02 -4.061e+00 8.341e-02 -48.693 < 2e-16 ***
ORIGIN_SZDTSZ03 -4.031e+00 7.381e-02 -54.618 < 2e-16 ***
ORIGIN_SZDTSZ13 -3.000e+00 3.129e-02 -95.889 < 2e-16 ***
ORIGIN_SZGLSZ01 -1.405e+00 9.192e-03 -152.876 < 2e-16 ***
ORIGIN_SZGLSZ02 2.536e-01 4.889e-03 51.880 < 2e-16 ***
ORIGIN_SZGLSZ03 2.411e-01 4.855e-03 49.649 < 2e-16 ***
ORIGIN_SZGLSZ04 8.350e-01 4.200e-03 198.826 < 2e-16 ***
ORIGIN_SZGLSZ05 6.207e-01 4.375e-03 141.857 < 2e-16 ***
ORIGIN_SZHGSZ01 2.806e-01 4.746e-03 59.121 < 2e-16 ***
ORIGIN_SZHGSZ02 4.917e-01 4.712e-03 104.351 < 2e-16 ***
ORIGIN_SZHGSZ03 2.452e-01 5.113e-03 47.952 < 2e-16 ***
ORIGIN_SZHGSZ04 9.052e-01 4.303e-03 210.358 < 2e-16 ***
ORIGIN_SZHGSZ05 1.170e+00 4.253e-03 275.033 < 2e-16 ***
ORIGIN_SZHGSZ06 -1.016e-01 5.413e-03 -18.773 < 2e-16 ***
ORIGIN_SZHGSZ07 6.984e-01 4.455e-03 156.757 < 2e-16 ***
ORIGIN_SZHGSZ08 1.005e-01 5.354e-03 18.781 < 2e-16 ***
ORIGIN_SZHGSZ09 -5.390e-01 6.962e-03 -77.417 < 2e-16 ***
ORIGIN_SZHGSZ10 -3.512e+00 4.211e-02 -83.388 < 2e-16 ***
ORIGIN_SZJESZ01 4.022e-01 4.869e-03 82.601 < 2e-16 ***
ORIGIN_SZJESZ02 2.273e-01 4.924e-03 46.158 < 2e-16 ***
ORIGIN_SZJESZ03 1.829e-01 5.286e-03 34.598 < 2e-16 ***
ORIGIN_SZJESZ04 -1.177e+00 9.142e-03 -128.767 < 2e-16 ***
ORIGIN_SZJESZ05 -2.065e+00 1.382e-02 -149.494 < 2e-16 ***
ORIGIN_SZJESZ06 2.301e-01 4.853e-03 47.410 < 2e-16 ***
ORIGIN_SZJESZ07 -1.889e+00 1.183e-02 -159.599 < 2e-16 ***
ORIGIN_SZJESZ08 -1.062e+00 1.147e-02 -92.551 < 2e-16 ***
ORIGIN_SZJESZ09 5.237e-01 4.959e-03 105.612 < 2e-16 ***
ORIGIN_SZJESZ10 -1.829e+00 1.800e-02 -101.616 < 2e-16 ***
ORIGIN_SZJESZ11 -2.023e+00 1.931e-02 -104.738 < 2e-16 ***
ORIGIN_SZJWSZ01 2.125e-01 6.405e-03 33.183 < 2e-16 ***
ORIGIN_SZJWSZ02 8.858e-01 4.521e-03 195.929 < 2e-16 ***
ORIGIN_SZJWSZ03 1.269e+00 4.188e-03 302.922 < 2e-16 ***
ORIGIN_SZJWSZ04 1.284e+00 4.280e-03 300.017 < 2e-16 ***
ORIGIN_SZJWSZ05 -1.393e+00 1.252e-02 -111.339 < 2e-16 ***
ORIGIN_SZJWSZ06 -1.015e+00 1.067e-02 -95.109 < 2e-16 ***
ORIGIN_SZJWSZ07 -2.694e+00 2.751e-02 -97.911 < 2e-16 ***
ORIGIN_SZJWSZ08 1.950e+00 4.110e-03 474.430 < 2e-16 ***
ORIGIN_SZJWSZ09 1.831e+00 3.899e-03 469.595 < 2e-16 ***
ORIGIN_SZKLSZ01 1.636e-01 4.902e-03 33.374 < 2e-16 ***
ORIGIN_SZKLSZ02 -5.156e-01 6.321e-03 -81.570 < 2e-16 ***
ORIGIN_SZKLSZ03 -4.145e-01 5.949e-03 -69.666 < 2e-16 ***
ORIGIN_SZKLSZ04 -2.283e+00 1.187e-02 -192.327 < 2e-16 ***
ORIGIN_SZKLSZ05 -8.593e-01 8.272e-03 -103.882 < 2e-16 ***
ORIGIN_SZKLSZ06 -4.709e+00 1.857e-01 -25.352 < 2e-16 ***
ORIGIN_SZKLSZ07 -1.123e+00 8.408e-03 -133.615 < 2e-16 ***
ORIGIN_SZKLSZ08 -1.476e+00 9.152e-03 -161.321 < 2e-16 ***
ORIGIN_SZLKSZ01 -3.273e+00 3.875e-02 -84.465 < 2e-16 ***
ORIGIN_SZMDSZ01 -2.615e+00 2.802e-02 -93.303 < 2e-16 ***
ORIGIN_SZMDSZ02 -8.945e-01 1.035e-02 -86.389 < 2e-16 ***
ORIGIN_SZMDSZ03 -1.998e+00 1.703e-02 -117.297 < 2e-16 ***
ORIGIN_SZMPSZ01 -1.093e+00 8.367e-03 -130.656 < 2e-16 ***
ORIGIN_SZMPSZ02 -5.975e-01 6.898e-03 -86.616 < 2e-16 ***
ORIGIN_SZMPSZ03 -9.706e-03 5.319e-03 -1.825 0.06804 .
ORIGIN_SZMUSZ02 -3.923e+00 1.038e-01 -37.806 < 2e-16 ***
ORIGIN_SZNTSZ01 -2.829e+00 3.529e-02 -80.157 < 2e-16 ***
ORIGIN_SZNTSZ02 -3.256e+00 2.323e-02 -140.180 < 2e-16 ***
ORIGIN_SZNTSZ03 -9.865e-01 7.777e-03 -126.848 < 2e-16 ***
ORIGIN_SZNTSZ05 -3.353e+00 4.964e-02 -67.546 < 2e-16 ***
ORIGIN_SZNTSZ06 -3.818e+00 5.576e-02 -68.483 < 2e-16 ***
ORIGIN_SZNVSZ01 4.449e-01 4.482e-03 99.269 < 2e-16 ***
ORIGIN_SZNVSZ02 -6.279e-01 6.470e-03 -97.044 < 2e-16 ***
ORIGIN_SZNVSZ03 -1.212e+00 7.788e-03 -155.644 < 2e-16 ***
ORIGIN_SZNVSZ04 -1.469e+00 9.091e-03 -161.543 < 2e-16 ***
ORIGIN_SZNVSZ05 -2.628e+00 1.579e-02 -166.466 < 2e-16 ***
ORIGIN_SZPGSZ01 -9.541e-01 1.223e-02 -78.035 < 2e-16 ***
ORIGIN_SZPGSZ02 -5.353e-01 7.233e-03 -74.009 < 2e-16 ***
ORIGIN_SZPGSZ03 9.574e-01 4.437e-03 215.779 < 2e-16 ***
ORIGIN_SZPGSZ04 1.110e+00 4.417e-03 251.169 < 2e-16 ***
ORIGIN_SZPGSZ05 2.658e-01 5.758e-03 46.156 < 2e-16 ***
ORIGIN_SZPLSZ01 -8.153e-01 1.044e-02 -78.119 < 2e-16 ***
ORIGIN_SZPLSZ02 -1.675e+00 1.478e-02 -113.340 < 2e-16 ***
ORIGIN_SZPLSZ03 -2.963e+00 3.672e-02 -80.686 < 2e-16 ***
ORIGIN_SZPLSZ04 -3.279e+00 3.684e-02 -89.012 < 2e-16 ***
ORIGIN_SZPLSZ05 -2.466e+00 2.245e-02 -109.864 < 2e-16 ***
ORIGIN_SZPNSZ01 1.411e+00 4.584e-03 307.690 < 2e-16 ***
ORIGIN_SZPNSZ02 -5.043e-01 1.108e-02 -45.503 < 2e-16 ***
ORIGIN_SZPNSZ03 -1.878e+00 1.940e-02 -96.796 < 2e-16 ***
ORIGIN_SZPNSZ04 -2.761e+00 3.112e-02 -88.706 < 2e-16 ***
ORIGIN_SZPNSZ05 -2.277e+00 2.628e-02 -86.662 < 2e-16 ***
ORIGIN_SZPRSZ01 -7.934e-01 1.142e-02 -69.499 < 2e-16 ***
ORIGIN_SZPRSZ02 9.414e-01 4.615e-03 203.981 < 2e-16 ***
ORIGIN_SZPRSZ03 7.674e-01 4.626e-03 165.881 < 2e-16 ***
ORIGIN_SZPRSZ04 -3.771e-01 7.516e-03 -50.168 < 2e-16 ***
ORIGIN_SZPRSZ05 1.327e+00 4.325e-03 306.737 < 2e-16 ***
ORIGIN_SZPRSZ06 -4.081e-01 8.651e-03 -47.172 < 2e-16 ***
ORIGIN_SZPRSZ07 -2.151e+00 1.610e-02 -133.558 < 2e-16 ***
ORIGIN_SZPRSZ08 5.293e-04 6.383e-03 0.083 0.93391
ORIGIN_SZQTSZ01 -4.144e-01 6.846e-03 -60.539 < 2e-16 ***
ORIGIN_SZQTSZ02 -7.967e-01 6.327e-03 -125.933 < 2e-16 ***
ORIGIN_SZQTSZ03 -2.415e-01 5.681e-03 -42.509 < 2e-16 ***
ORIGIN_SZQTSZ04 -1.013e+00 7.129e-03 -142.123 < 2e-16 ***
ORIGIN_SZQTSZ05 -3.923e-01 5.994e-03 -65.446 < 2e-16 ***
ORIGIN_SZQTSZ06 -5.662e-01 6.481e-03 -87.359 < 2e-16 ***
ORIGIN_SZQTSZ07 -1.558e+00 9.635e-03 -161.662 < 2e-16 ***
ORIGIN_SZQTSZ08 -1.577e-01 5.699e-03 -27.665 < 2e-16 ***
ORIGIN_SZQTSZ09 -6.189e-01 6.633e-03 -93.312 < 2e-16 ***
ORIGIN_SZQTSZ10 -4.511e-01 6.512e-03 -69.271 < 2e-16 ***
ORIGIN_SZQTSZ11 -1.455e+00 9.800e-03 -148.421 < 2e-16 ***
ORIGIN_SZQTSZ12 -1.475e+00 1.044e-02 -141.309 < 2e-16 ***
ORIGIN_SZQTSZ13 -3.529e-01 6.413e-03 -55.038 < 2e-16 ***
ORIGIN_SZQTSZ14 -1.591e+00 9.847e-03 -161.565 < 2e-16 ***
ORIGIN_SZQTSZ15 -8.955e-01 1.027e-02 -87.184 < 2e-16 ***
ORIGIN_SZRCSZ01 -1.375e+00 1.265e-02 -108.704 < 2e-16 ***
ORIGIN_SZRCSZ06 -6.196e-01 8.475e-03 -73.116 < 2e-16 ***
ORIGIN_SZRVSZ01 -3.523e+00 3.237e-02 -108.818 < 2e-16 ***
ORIGIN_SZRVSZ02 -2.912e+00 2.776e-02 -104.868 < 2e-16 ***
ORIGIN_SZRVSZ03 -3.145e+00 2.379e-02 -132.232 < 2e-16 ***
ORIGIN_SZRVSZ04 -3.357e+00 5.567e-02 -60.309 < 2e-16 ***
ORIGIN_SZRVSZ05 -2.438e+00 1.644e-02 -148.272 < 2e-16 ***
ORIGIN_SZSBSZ01 5.890e-01 5.529e-03 106.520 < 2e-16 ***
ORIGIN_SZSBSZ02 -7.098e-01 8.213e-03 -86.432 < 2e-16 ***
ORIGIN_SZSBSZ03 9.634e-01 4.611e-03 208.943 < 2e-16 ***
ORIGIN_SZSBSZ04 7.729e-01 5.289e-03 146.136 < 2e-16 ***
ORIGIN_SZSBSZ05 -9.966e-02 6.543e-03 -15.231 < 2e-16 ***
ORIGIN_SZSBSZ06 -1.778e+00 1.719e-02 -103.427 < 2e-16 ***
ORIGIN_SZSBSZ07 -1.161e+00 1.256e-02 -92.436 < 2e-16 ***
ORIGIN_SZSBSZ08 -1.212e+00 1.222e-02 -99.227 < 2e-16 ***
ORIGIN_SZSBSZ09 -5.783e-01 8.579e-03 -67.412 < 2e-16 ***
ORIGIN_SZSESZ02 9.999e-01 4.409e-03 226.798 < 2e-16 ***
ORIGIN_SZSESZ03 1.214e+00 4.164e-03 291.675 < 2e-16 ***
ORIGIN_SZSESZ04 8.141e-01 4.868e-03 167.238 < 2e-16 ***
ORIGIN_SZSESZ05 -2.186e-01 5.915e-03 -36.961 < 2e-16 ***
ORIGIN_SZSESZ06 7.298e-01 4.689e-03 155.641 < 2e-16 ***
ORIGIN_SZSESZ07 -2.543e+00 1.961e-02 -129.689 < 2e-16 ***
ORIGIN_SZSGSZ01 -1.016e+00 8.550e-03 -118.869 < 2e-16 ***
ORIGIN_SZSGSZ02 -1.120e+00 9.589e-03 -116.799 < 2e-16 ***
ORIGIN_SZSGSZ03 2.169e-01 5.167e-03 41.970 < 2e-16 ***
ORIGIN_SZSGSZ04 2.672e-01 4.792e-03 55.757 < 2e-16 ***
ORIGIN_SZSGSZ05 -1.785e+00 1.060e-02 -168.456 < 2e-16 ***
ORIGIN_SZSGSZ06 4.017e-01 4.541e-03 88.470 < 2e-16 ***
ORIGIN_SZSGSZ07 -6.303e-01 6.235e-03 -101.098 < 2e-16 ***
ORIGIN_SZSKSZ01 -1.928e-01 7.765e-03 -24.826 < 2e-16 ***
ORIGIN_SZSKSZ02 3.870e-01 5.689e-03 68.026 < 2e-16 ***
ORIGIN_SZSKSZ03 -6.815e-01 7.983e-03 -85.369 < 2e-16 ***
ORIGIN_SZSKSZ04 -2.528e+00 2.702e-02 -93.548 < 2e-16 ***
ORIGIN_SZSKSZ05 -1.370e+00 1.552e-02 -88.311 < 2e-16 ***
ORIGIN_SZSLSZ01 -3.218e+00 3.058e-02 -105.238 < 2e-16 ***
ORIGIN_SZSLSZ04 -6.800e-01 7.683e-03 -88.497 < 2e-16 ***
ORIGIN_SZSRSZ01 -2.389e+00 1.583e-02 -150.989 < 2e-16 ***
ORIGIN_SZTHSZ01 -2.183e+00 4.887e-02 -44.666 < 2e-16 ***
ORIGIN_SZTHSZ03 -2.243e+00 2.243e-02 -100.025 < 2e-16 ***
ORIGIN_SZTHSZ04 -2.005e+00 2.869e-02 -69.879 < 2e-16 ***
ORIGIN_SZTHSZ06 -2.276e+00 1.784e-02 -127.557 < 2e-16 ***
ORIGIN_SZTMSZ01 4.015e-01 5.814e-03 69.048 < 2e-16 ***
ORIGIN_SZTMSZ02 2.222e+00 3.795e-03 585.568 < 2e-16 ***
ORIGIN_SZTMSZ03 1.412e+00 4.108e-03 343.608 < 2e-16 ***
ORIGIN_SZTMSZ04 9.106e-01 4.742e-03 192.036 < 2e-16 ***
ORIGIN_SZTMSZ05 -3.259e-01 7.534e-03 -43.253 < 2e-16 ***
ORIGIN_SZTNSZ01 -1.806e+00 1.038e-02 -174.076 < 2e-16 ***
ORIGIN_SZTNSZ02 -1.741e+00 9.778e-03 -178.108 < 2e-16 ***
ORIGIN_SZTNSZ03 -2.277e+00 1.338e-02 -170.199 < 2e-16 ***
ORIGIN_SZTNSZ04 -7.703e-01 7.197e-03 -107.032 < 2e-16 ***
ORIGIN_SZTPSZ01 -6.466e-01 6.287e-03 -102.841 < 2e-16 ***
ORIGIN_SZTPSZ02 4.633e-01 4.347e-03 106.578 < 2e-16 ***
ORIGIN_SZTPSZ03 -5.186e-01 6.085e-03 -85.234 < 2e-16 ***
ORIGIN_SZTPSZ04 -2.900e-01 5.779e-03 -50.190 < 2e-16 ***
ORIGIN_SZTPSZ05 -2.169e-01 6.072e-03 -35.720 < 2e-16 ***
ORIGIN_SZTPSZ06 3.357e-01 5.942e-03 56.486 < 2e-16 ***
ORIGIN_SZTPSZ07 -2.517e-01 6.317e-03 -39.846 < 2e-16 ***
ORIGIN_SZTPSZ08 -1.075e+00 9.109e-03 -118.034 < 2e-16 ***
ORIGIN_SZTPSZ09 -3.708e-01 6.189e-03 -59.903 < 2e-16 ***
ORIGIN_SZTPSZ10 -6.889e-01 7.634e-03 -90.229 < 2e-16 ***
ORIGIN_SZTPSZ11 7.661e-02 5.459e-03 14.033 < 2e-16 ***
ORIGIN_SZTPSZ12 -5.971e-01 6.522e-03 -91.552 < 2e-16 ***
ORIGIN_SZTSSZ01 -3.517e+00 4.739e-02 -74.210 < 2e-16 ***
ORIGIN_SZTSSZ02 3.022e-01 7.334e-03 41.203 < 2e-16 ***
ORIGIN_SZTSSZ03 3.730e-01 7.073e-03 52.733 < 2e-16 ***
ORIGIN_SZTSSZ04 3.610e-01 7.463e-03 48.372 < 2e-16 ***
ORIGIN_SZTSSZ05 -1.103e+00 1.404e-02 -78.566 < 2e-16 ***
ORIGIN_SZTSSZ06 -1.310e+00 1.718e-02 -76.286 < 2e-16 ***
ORIGIN_SZWCSZ01 -1.233e-01 7.861e-03 -15.690 < 2e-16 ***
ORIGIN_SZWCSZ02 -2.872e+00 3.159e-02 -90.911 < 2e-16 ***
ORIGIN_SZWCSZ03 -4.138e+00 1.241e-01 -33.349 < 2e-16 ***
ORIGIN_SZWDSZ01 1.370e+00 4.146e-03 330.448 < 2e-16 ***
ORIGIN_SZWDSZ02 1.041e+00 4.747e-03 219.219 < 2e-16 ***
ORIGIN_SZWDSZ03 2.189e+00 4.035e-03 542.344 < 2e-16 ***
ORIGIN_SZWDSZ04 1.142e+00 4.963e-03 230.074 < 2e-16 ***
ORIGIN_SZWDSZ05 5.160e-01 4.998e-03 103.230 < 2e-16 ***
ORIGIN_SZWDSZ06 1.208e+00 4.611e-03 262.019 < 2e-16 ***
ORIGIN_SZWDSZ07 -3.805e-01 8.034e-03 -47.365 < 2e-16 ***
ORIGIN_SZWDSZ08 -4.839e-01 7.878e-03 -61.426 < 2e-16 ***
ORIGIN_SZWDSZ09 1.475e+00 4.401e-03 335.097 < 2e-16 ***
ORIGIN_SZYSSZ01 -1.552e-01 5.643e-03 -27.496 < 2e-16 ***
ORIGIN_SZYSSZ02 8.958e-01 4.973e-03 180.144 < 2e-16 ***
ORIGIN_SZYSSZ03 1.757e+00 4.275e-03 411.050 < 2e-16 ***
ORIGIN_SZYSSZ04 8.439e-01 4.538e-03 185.955 < 2e-16 ***
ORIGIN_SZYSSZ05 -9.995e-02 5.920e-03 -16.884 < 2e-16 ***
ORIGIN_SZYSSZ06 -1.175e+00 1.079e-02 -108.835 < 2e-16 ***
ORIGIN_SZYSSZ07 -1.202e+00 1.127e-02 -106.642 < 2e-16 ***
ORIGIN_SZYSSZ08 1.244e-02 6.104e-03 2.039 0.04148 *
ORIGIN_SZYSSZ09 1.385e+00 4.239e-03 326.757 < 2e-16 ***
log(DESTIN_AGE25_64) 2.298e-02 8.832e-05 260.146 < 2e-16 ***
log(dist) -6.947e-01 1.295e-04 -5363.438 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 60796037 on 14733 degrees of freedom
Residual deviance: 26726668 on 14453 degrees of freedom
AIC: 26818857
Number of Fisher Scoring iterations: 7CalcRSquared(orcSIM$data$TRIPS, orcSIM$fitted.values)[1] 0.41658375.7 Destination Constrained
decSIM <- glm(formula = TRIPS ~
DESTIN_SZ +
log(ORIGIN_AGE25_64) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(decSIM)
Call:
glm(formula = TRIPS ~ DESTIN_SZ + log(ORIGIN_AGE25_64) + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 10.8110189 0.0033476 3229.499 < 2e-16 ***
DESTIN_SZAMSZ02 0.1775885 0.0041530 42.761 < 2e-16 ***
DESTIN_SZAMSZ03 0.2064091 0.0040888 50.482 < 2e-16 ***
DESTIN_SZAMSZ04 -0.9406455 0.0060637 -155.127 < 2e-16 ***
DESTIN_SZAMSZ05 -1.1578100 0.0061804 -187.337 < 2e-16 ***
DESTIN_SZAMSZ06 -0.8861493 0.0059241 -149.584 < 2e-16 ***
DESTIN_SZAMSZ07 -1.7712447 0.0096070 -184.370 < 2e-16 ***
DESTIN_SZAMSZ08 -1.0707197 0.0067763 -158.009 < 2e-16 ***
DESTIN_SZAMSZ09 -0.9682250 0.0060435 -160.210 < 2e-16 ***
DESTIN_SZAMSZ10 0.2612773 0.0043738 59.737 < 2e-16 ***
DESTIN_SZAMSZ11 -0.3714704 0.0086200 -43.094 < 2e-16 ***
DESTIN_SZAMSZ12 0.0250455 0.0049850 5.024 5.06e-07 ***
DESTIN_SZBDSZ01 0.5154763 0.0037827 136.271 < 2e-16 ***
DESTIN_SZBDSZ02 -0.2843120 0.0049517 -57.417 < 2e-16 ***
DESTIN_SZBDSZ03 -0.0134646 0.0042692 -3.154 0.00161 **
DESTIN_SZBDSZ04 1.0014441 0.0034463 290.582 < 2e-16 ***
DESTIN_SZBDSZ05 0.3721573 0.0038992 95.445 < 2e-16 ***
DESTIN_SZBDSZ06 0.2013935 0.0042182 47.744 < 2e-16 ***
DESTIN_SZBDSZ07 -1.0642612 0.0092942 -114.508 < 2e-16 ***
DESTIN_SZBDSZ08 -1.7769370 0.0105721 -168.077 < 2e-16 ***
DESTIN_SZBKSZ01 -1.1944766 0.0065580 -182.141 < 2e-16 ***
DESTIN_SZBKSZ02 -0.2604946 0.0052044 -50.053 < 2e-16 ***
DESTIN_SZBKSZ03 -0.5905775 0.0055618 -106.184 < 2e-16 ***
DESTIN_SZBKSZ04 -0.0521573 0.0048274 -10.804 < 2e-16 ***
DESTIN_SZBKSZ05 -0.8258599 0.0057094 -144.650 < 2e-16 ***
DESTIN_SZBKSZ06 -0.8696763 0.0060934 -142.725 < 2e-16 ***
DESTIN_SZBKSZ07 0.2216292 0.0040334 54.949 < 2e-16 ***
DESTIN_SZBKSZ08 -1.1179375 0.0068749 -162.612 < 2e-16 ***
DESTIN_SZBKSZ09 -0.2888733 0.0049056 -58.886 < 2e-16 ***
DESTIN_SZBLSZ01 -0.4487061 0.0070226 -63.894 < 2e-16 ***
DESTIN_SZBLSZ02 0.6343096 0.0065174 97.326 < 2e-16 ***
DESTIN_SZBLSZ03 1.3492337 0.0074135 181.997 < 2e-16 ***
DESTIN_SZBLSZ04 -0.0339193 0.0131568 -2.578 0.00993 **
DESTIN_SZBMSZ01 -0.3497912 0.0046910 -74.567 < 2e-16 ***
DESTIN_SZBMSZ02 -0.5995634 0.0048828 -122.792 < 2e-16 ***
DESTIN_SZBMSZ03 -0.8726401 0.0056851 -153.495 < 2e-16 ***
DESTIN_SZBMSZ04 -0.5350402 0.0048888 -109.442 < 2e-16 ***
DESTIN_SZBMSZ05 -0.4981814 0.0065971 -75.515 < 2e-16 ***
DESTIN_SZBMSZ06 -2.0640198 0.0123050 -167.739 < 2e-16 ***
DESTIN_SZBMSZ07 -0.3100988 0.0045283 -68.480 < 2e-16 ***
DESTIN_SZBMSZ08 -1.2748152 0.0062622 -203.573 < 2e-16 ***
DESTIN_SZBMSZ09 -2.8056325 0.0143532 -195.471 < 2e-16 ***
DESTIN_SZBMSZ10 -1.9166407 0.0089273 -214.693 < 2e-16 ***
DESTIN_SZBMSZ11 -1.7261160 0.0079281 -217.722 < 2e-16 ***
DESTIN_SZBMSZ12 -1.1495908 0.0077721 -147.912 < 2e-16 ***
DESTIN_SZBMSZ13 -0.5428008 0.0050824 -106.799 < 2e-16 ***
DESTIN_SZBMSZ14 -1.1422302 0.0076325 -149.653 < 2e-16 ***
DESTIN_SZBMSZ15 -1.2217517 0.0068685 -177.878 < 2e-16 ***
DESTIN_SZBMSZ16 -2.4074288 0.0107900 -223.116 < 2e-16 ***
DESTIN_SZBMSZ17 -2.6985491 0.0164771 -163.776 < 2e-16 ***
DESTIN_SZBPSZ01 -0.6183085 0.0054605 -113.233 < 2e-16 ***
DESTIN_SZBPSZ02 -1.4579175 0.0083271 -175.080 < 2e-16 ***
DESTIN_SZBPSZ03 -1.0775392 0.0075109 -143.463 < 2e-16 ***
DESTIN_SZBPSZ04 -0.6645303 0.0058070 -114.436 < 2e-16 ***
DESTIN_SZBPSZ05 0.3449386 0.0039504 87.318 < 2e-16 ***
DESTIN_SZBPSZ06 -0.9360064 0.0077394 -120.941 < 2e-16 ***
DESTIN_SZBPSZ07 -0.6850065 0.0077761 -88.091 < 2e-16 ***
DESTIN_SZBSSZ01 -0.3144210 0.0045803 -68.647 < 2e-16 ***
DESTIN_SZBSSZ02 -0.7531935 0.0051075 -147.469 < 2e-16 ***
DESTIN_SZBSSZ03 0.1964072 0.0038255 51.342 < 2e-16 ***
DESTIN_SZBTSZ01 0.0749897 0.0041584 18.033 < 2e-16 ***
DESTIN_SZBTSZ02 -0.8214254 0.0065659 -125.105 < 2e-16 ***
DESTIN_SZBTSZ03 -0.1672596 0.0047942 -34.888 < 2e-16 ***
DESTIN_SZBTSZ04 -1.7727273 0.0103706 -170.938 < 2e-16 ***
DESTIN_SZBTSZ05 -0.8162630 0.0067401 -121.105 < 2e-16 ***
DESTIN_SZBTSZ06 -0.8159130 0.0059754 -136.546 < 2e-16 ***
DESTIN_SZBTSZ07 -2.1139258 0.0105602 -200.178 < 2e-16 ***
DESTIN_SZBTSZ08 -1.3565179 0.0086828 -156.231 < 2e-16 ***
DESTIN_SZCBSZ01 -4.6643129 0.3162417 -14.749 < 2e-16 ***
DESTIN_SZCCSZ01 -1.0088833 0.0080155 -125.866 < 2e-16 ***
DESTIN_SZCHSZ01 -1.1909317 0.0095262 -125.017 < 2e-16 ***
DESTIN_SZCHSZ02 0.0890035 0.0052277 17.025 < 2e-16 ***
DESTIN_SZCHSZ03 1.4883985 0.0039094 380.724 < 2e-16 ***
DESTIN_SZCKSZ01 -0.1684738 0.0047561 -35.422 < 2e-16 ***
DESTIN_SZCKSZ02 -0.4314614 0.0051537 -83.720 < 2e-16 ***
DESTIN_SZCKSZ03 0.6413457 0.0038639 165.983 < 2e-16 ***
DESTIN_SZCKSZ04 -0.6370791 0.0059869 -106.412 < 2e-16 ***
DESTIN_SZCKSZ05 -0.4185112 0.0065348 -64.044 < 2e-16 ***
DESTIN_SZCKSZ06 0.7003888 0.0045139 155.163 < 2e-16 ***
DESTIN_SZCLSZ01 0.3751343 0.0047400 79.143 < 2e-16 ***
DESTIN_SZCLSZ02 -2.2913668 0.0133371 -171.804 < 2e-16 ***
DESTIN_SZCLSZ03 -1.0498490 0.0076548 -137.149 < 2e-16 ***
DESTIN_SZCLSZ04 -0.1118915 0.0044886 -24.928 < 2e-16 ***
DESTIN_SZCLSZ05 -1.3113032 0.0084067 -155.983 < 2e-16 ***
DESTIN_SZCLSZ06 0.1661786 0.0040203 41.334 < 2e-16 ***
DESTIN_SZCLSZ07 -0.6429895 0.0052617 -122.202 < 2e-16 ***
DESTIN_SZCLSZ08 -0.4271702 0.0057208 -74.670 < 2e-16 ***
DESTIN_SZCLSZ09 0.3882136 0.0063758 60.888 < 2e-16 ***
DESTIN_SZDTSZ02 -3.0106480 0.0348374 -86.420 < 2e-16 ***
DESTIN_SZDTSZ03 -1.4195712 0.0144110 -98.506 < 2e-16 ***
DESTIN_SZDTSZ13 -2.2368573 0.0161427 -138.567 < 2e-16 ***
DESTIN_SZGLSZ01 0.0013721 0.0051224 0.268 0.78881
DESTIN_SZGLSZ02 -0.3376674 0.0046195 -73.097 < 2e-16 ***
DESTIN_SZGLSZ03 0.3659900 0.0038384 95.350 < 2e-16 ***
DESTIN_SZGLSZ04 0.2969928 0.0038026 78.103 < 2e-16 ***
DESTIN_SZGLSZ05 0.1786445 0.0038853 45.980 < 2e-16 ***
DESTIN_SZHGSZ01 0.2979206 0.0038825 76.735 < 2e-16 ***
DESTIN_SZHGSZ02 -0.5701034 0.0051182 -111.388 < 2e-16 ***
DESTIN_SZHGSZ03 -1.0387610 0.0061020 -170.233 < 2e-16 ***
DESTIN_SZHGSZ04 -0.2264881 0.0043617 -51.926 < 2e-16 ***
DESTIN_SZHGSZ05 -0.2287090 0.0044851 -50.993 < 2e-16 ***
DESTIN_SZHGSZ06 -0.7896437 0.0054081 -146.010 < 2e-16 ***
DESTIN_SZHGSZ07 0.2268880 0.0040336 56.249 < 2e-16 ***
DESTIN_SZHGSZ08 -0.4260784 0.0048967 -87.013 < 2e-16 ***
DESTIN_SZHGSZ09 0.1027784 0.0051341 20.019 < 2e-16 ***
DESTIN_SZHGSZ10 -2.8571803 0.0262064 -109.026 < 2e-16 ***
DESTIN_SZJESZ01 -0.0843635 0.0048222 -17.495 < 2e-16 ***
DESTIN_SZJESZ02 -0.5197682 0.0051511 -100.904 < 2e-16 ***
DESTIN_SZJESZ03 -0.6250311 0.0056619 -110.392 < 2e-16 ***
DESTIN_SZJESZ04 -0.3937360 0.0065536 -60.080 < 2e-16 ***
DESTIN_SZJESZ05 -0.9748291 0.0097665 -99.814 < 2e-16 ***
DESTIN_SZJESZ06 0.3642736 0.0040600 89.722 < 2e-16 ***
DESTIN_SZJESZ07 -1.1571882 0.0081557 -141.887 < 2e-16 ***
DESTIN_SZJESZ08 -0.5955747 0.0078071 -76.286 < 2e-16 ***
DESTIN_SZJESZ09 -0.3629500 0.0053966 -67.256 < 2e-16 ***
DESTIN_SZJESZ10 0.7691552 0.0069348 110.912 < 2e-16 ***
DESTIN_SZJESZ11 0.9365743 0.0065801 142.335 < 2e-16 ***
DESTIN_SZJWSZ01 -0.4568805 0.0064536 -70.795 < 2e-16 ***
DESTIN_SZJWSZ02 -0.2880426 0.0051632 -55.788 < 2e-16 ***
DESTIN_SZJWSZ03 0.6680404 0.0039264 170.142 < 2e-16 ***
DESTIN_SZJWSZ04 0.9492158 0.0037186 255.262 < 2e-16 ***
DESTIN_SZJWSZ05 -0.1938053 0.0060810 -31.871 < 2e-16 ***
DESTIN_SZJWSZ06 0.3813164 0.0054551 69.900 < 2e-16 ***
DESTIN_SZJWSZ07 -1.2676010 0.0280038 -45.265 < 2e-16 ***
DESTIN_SZJWSZ08 0.5013149 0.0044573 112.471 < 2e-16 ***
DESTIN_SZJWSZ09 1.4161404 0.0033937 417.291 < 2e-16 ***
DESTIN_SZKLSZ01 -0.6909444 0.0051540 -134.059 < 2e-16 ***
DESTIN_SZKLSZ02 -0.8146023 0.0057129 -142.589 < 2e-16 ***
DESTIN_SZKLSZ03 -1.3956114 0.0065167 -214.161 < 2e-16 ***
DESTIN_SZKLSZ04 -1.9070281 0.0087370 -218.270 < 2e-16 ***
DESTIN_SZKLSZ05 -0.9293576 0.0071070 -130.766 < 2e-16 ***
DESTIN_SZKLSZ06 -2.5402234 0.0362062 -70.160 < 2e-16 ***
DESTIN_SZKLSZ07 -1.2017213 0.0065751 -182.769 < 2e-16 ***
DESTIN_SZKLSZ08 -0.6083433 0.0050916 -119.480 < 2e-16 ***
DESTIN_SZLKSZ01 -1.5186810 0.0204155 -74.389 < 2e-16 ***
DESTIN_SZMDSZ01 -1.4601772 0.0198347 -73.617 < 2e-16 ***
DESTIN_SZMDSZ02 -1.1554609 0.0111345 -103.773 < 2e-16 ***
DESTIN_SZMDSZ03 -2.9919337 0.0250838 -119.277 < 2e-16 ***
DESTIN_SZMPSZ01 -1.1705809 0.0077128 -151.771 < 2e-16 ***
DESTIN_SZMPSZ02 -0.9380957 0.0060321 -155.517 < 2e-16 ***
DESTIN_SZMPSZ03 -0.1761013 0.0046389 -37.962 < 2e-16 ***
DESTIN_SZMUSZ02 -2.4525115 0.0199630 -122.853 < 2e-16 ***
DESTIN_SZNTSZ01 -3.6605524 0.0447752 -81.754 < 2e-16 ***
DESTIN_SZNTSZ02 -2.0082021 0.0108736 -184.686 < 2e-16 ***
DESTIN_SZNTSZ03 -1.2387489 0.0076141 -162.691 < 2e-16 ***
DESTIN_SZNTSZ05 -1.8054361 0.0249540 -72.351 < 2e-16 ***
DESTIN_SZNTSZ06 -2.9500517 0.0428601 -68.830 < 2e-16 ***
DESTIN_SZNVSZ01 -0.4089022 0.0044288 -92.327 < 2e-16 ***
DESTIN_SZNVSZ02 -0.6865452 0.0052770 -130.102 < 2e-16 ***
DESTIN_SZNVSZ03 -0.7333670 0.0054243 -135.199 < 2e-16 ***
DESTIN_SZNVSZ04 -2.2095097 0.0106997 -206.503 < 2e-16 ***
DESTIN_SZNVSZ05 -1.8721104 0.0089058 -210.212 < 2e-16 ***
DESTIN_SZPGSZ01 -1.8756618 0.0153008 -122.586 < 2e-16 ***
DESTIN_SZPGSZ02 -0.9435337 0.0067224 -140.356 < 2e-16 ***
DESTIN_SZPGSZ03 0.3458476 0.0040152 86.134 < 2e-16 ***
DESTIN_SZPGSZ04 -0.0271485 0.0044805 -6.059 1.37e-09 ***
DESTIN_SZPGSZ05 -0.8920273 0.0070730 -126.117 < 2e-16 ***
DESTIN_SZPLSZ01 -0.2153087 0.0068270 -31.538 < 2e-16 ***
DESTIN_SZPLSZ02 -1.3646116 0.0131155 -104.046 < 2e-16 ***
DESTIN_SZPLSZ03 -0.0869245 0.0095838 -9.070 < 2e-16 ***
DESTIN_SZPLSZ04 -0.2574560 0.0093336 -27.584 < 2e-16 ***
DESTIN_SZPLSZ05 -0.7186364 0.0116835 -61.509 < 2e-16 ***
DESTIN_SZPNSZ01 1.1326963 0.0049977 226.643 < 2e-16 ***
DESTIN_SZPNSZ02 1.6516855 0.0064492 256.106 < 2e-16 ***
DESTIN_SZPNSZ03 0.8504093 0.0077034 110.394 < 2e-16 ***
DESTIN_SZPNSZ04 1.6891381 0.0075802 222.836 < 2e-16 ***
DESTIN_SZPNSZ05 0.7402750 0.0115948 63.845 < 2e-16 ***
DESTIN_SZPRSZ01 -1.0257636 0.0084652 -121.175 < 2e-16 ***
DESTIN_SZPRSZ02 -0.2028503 0.0049839 -40.701 < 2e-16 ***
DESTIN_SZPRSZ03 0.5560483 0.0038496 144.442 < 2e-16 ***
DESTIN_SZPRSZ04 -0.6824142 0.0079047 -86.330 < 2e-16 ***
DESTIN_SZPRSZ05 0.0316117 0.0044946 7.033 2.02e-12 ***
DESTIN_SZPRSZ06 0.3706283 0.0052006 71.267 < 2e-16 ***
DESTIN_SZPRSZ07 -1.4740460 0.0117304 -125.661 < 2e-16 ***
DESTIN_SZPRSZ08 -0.7869180 0.0064862 -121.321 < 2e-16 ***
DESTIN_SZQTSZ01 -1.2790095 0.0085392 -149.781 < 2e-16 ***
DESTIN_SZQTSZ02 -1.4989188 0.0073423 -204.149 < 2e-16 ***
DESTIN_SZQTSZ03 -0.9334132 0.0064035 -145.765 < 2e-16 ***
DESTIN_SZQTSZ04 -1.0506142 0.0065335 -160.805 < 2e-16 ***
DESTIN_SZQTSZ05 -0.9765013 0.0058471 -167.006 < 2e-16 ***
DESTIN_SZQTSZ06 -1.2206088 0.0063560 -192.042 < 2e-16 ***
DESTIN_SZQTSZ07 -1.6794007 0.0108727 -154.460 < 2e-16 ***
DESTIN_SZQTSZ08 -0.1214413 0.0047980 -25.311 < 2e-16 ***
DESTIN_SZQTSZ09 -0.5252607 0.0057371 -91.555 < 2e-16 ***
DESTIN_SZQTSZ10 -0.5981644 0.0054192 -110.378 < 2e-16 ***
DESTIN_SZQTSZ11 -0.0766021 0.0053446 -14.333 < 2e-16 ***
DESTIN_SZQTSZ12 -0.6153017 0.0070680 -87.054 < 2e-16 ***
DESTIN_SZQTSZ13 -0.1690535 0.0051315 -32.944 < 2e-16 ***
DESTIN_SZQTSZ14 -0.5398362 0.0062233 -86.744 < 2e-16 ***
DESTIN_SZQTSZ15 -0.1873015 0.0073132 -25.611 < 2e-16 ***
DESTIN_SZRCSZ01 -0.5875494 0.0071798 -81.833 < 2e-16 ***
DESTIN_SZRCSZ06 -2.0856090 0.0188789 -110.473 < 2e-16 ***
DESTIN_SZRVSZ01 -2.6183708 0.0162319 -161.310 < 2e-16 ***
DESTIN_SZRVSZ02 -3.1882190 0.0326141 -97.756 < 2e-16 ***
DESTIN_SZRVSZ03 -2.5981974 0.0135074 -192.353 < 2e-16 ***
DESTIN_SZRVSZ04 -1.9741504 0.0154961 -127.396 < 2e-16 ***
DESTIN_SZRVSZ05 -3.1547734 0.0256310 -123.084 < 2e-16 ***
DESTIN_SZSBSZ01 -0.3097949 0.0060601 -51.121 < 2e-16 ***
DESTIN_SZSBSZ02 -1.1229132 0.0076338 -147.097 < 2e-16 ***
DESTIN_SZSBSZ03 0.6289715 0.0041400 151.926 < 2e-16 ***
DESTIN_SZSBSZ04 0.1419430 0.0051357 27.638 < 2e-16 ***
DESTIN_SZSBSZ05 -0.9256413 0.0071963 -128.628 < 2e-16 ***
DESTIN_SZSBSZ06 -2.3487368 0.0221611 -105.984 < 2e-16 ***
DESTIN_SZSBSZ07 -0.7864630 0.0181706 -43.282 < 2e-16 ***
DESTIN_SZSBSZ08 1.3240051 0.0051598 256.599 < 2e-16 ***
DESTIN_SZSBSZ09 0.8431156 0.0048330 174.449 < 2e-16 ***
DESTIN_SZSESZ02 -0.2385874 0.0046618 -51.180 < 2e-16 ***
DESTIN_SZSESZ03 0.5439188 0.0036932 147.276 < 2e-16 ***
DESTIN_SZSESZ04 -0.6715716 0.0054222 -123.856 < 2e-16 ***
DESTIN_SZSESZ05 -0.3601932 0.0047508 -75.818 < 2e-16 ***
DESTIN_SZSESZ06 -0.6088413 0.0057017 -106.782 < 2e-16 ***
DESTIN_SZSESZ07 -2.9477507 0.0226797 -129.973 < 2e-16 ***
DESTIN_SZSGSZ01 -0.5100640 0.0058280 -87.519 < 2e-16 ***
DESTIN_SZSGSZ02 -0.0439941 0.0051633 -8.520 < 2e-16 ***
DESTIN_SZSGSZ03 -0.3700648 0.0047152 -78.483 < 2e-16 ***
DESTIN_SZSGSZ04 -0.3021335 0.0046865 -64.468 < 2e-16 ***
DESTIN_SZSGSZ05 -2.2253287 0.0097908 -227.288 < 2e-16 ***
DESTIN_SZSGSZ06 0.2963602 0.0037948 78.097 < 2e-16 ***
DESTIN_SZSGSZ07 -0.5940373 0.0051371 -115.637 < 2e-16 ***
DESTIN_SZSISZ01 -1.4528976 0.0257790 -56.360 < 2e-16 ***
DESTIN_SZSKSZ01 -0.0374952 0.0066885 -5.606 2.07e-08 ***
DESTIN_SZSKSZ02 0.7271418 0.0050281 144.617 < 2e-16 ***
DESTIN_SZSKSZ03 -0.0640794 0.0059146 -10.834 < 2e-16 ***
DESTIN_SZSKSZ04 -0.5610767 0.0139676 -40.170 < 2e-16 ***
DESTIN_SZSKSZ05 0.1510974 0.0104871 14.408 < 2e-16 ***
DESTIN_SZSLSZ01 -0.5823031 0.0083356 -69.858 < 2e-16 ***
DESTIN_SZSLSZ04 -0.8166665 0.0070329 -116.122 < 2e-16 ***
DESTIN_SZSRSZ01 -2.3241796 0.0127215 -182.696 < 2e-16 ***
DESTIN_SZTHSZ01 -2.8157635 0.0366840 -76.757 < 2e-16 ***
DESTIN_SZTHSZ03 -2.1005978 0.0250842 -83.742 < 2e-16 ***
DESTIN_SZTHSZ04 -2.1246250 0.0213690 -99.425 < 2e-16 ***
DESTIN_SZTHSZ06 -1.4571092 0.0150031 -97.121 < 2e-16 ***
DESTIN_SZTMSZ01 -0.1234559 0.0055152 -22.385 < 2e-16 ***
DESTIN_SZTMSZ02 1.5961628 0.0032599 489.635 < 2e-16 ***
DESTIN_SZTMSZ03 0.6977233 0.0037138 187.875 < 2e-16 ***
DESTIN_SZTMSZ04 0.8606606 0.0037592 228.947 < 2e-16 ***
DESTIN_SZTMSZ05 0.3750655 0.0051281 73.140 < 2e-16 ***
DESTIN_SZTNSZ01 -1.2624562 0.0066979 -188.485 < 2e-16 ***
DESTIN_SZTNSZ02 -2.0761581 0.0096538 -215.062 < 2e-16 ***
DESTIN_SZTNSZ03 -2.1128125 0.0115717 -182.584 < 2e-16 ***
DESTIN_SZTNSZ04 -1.2417494 0.0068502 -181.271 < 2e-16 ***
DESTIN_SZTPSZ01 -0.7094356 0.0055768 -127.211 < 2e-16 ***
DESTIN_SZTPSZ02 0.1491604 0.0037260 40.032 < 2e-16 ***
DESTIN_SZTPSZ03 -0.4973355 0.0054878 -90.626 < 2e-16 ***
DESTIN_SZTPSZ04 -1.5160395 0.0071592 -211.761 < 2e-16 ***
DESTIN_SZTPSZ05 -0.9196565 0.0056750 -162.054 < 2e-16 ***
DESTIN_SZTPSZ06 -0.2710649 0.0062637 -43.276 < 2e-16 ***
DESTIN_SZTPSZ07 -2.0198681 0.0116556 -173.296 < 2e-16 ***
DESTIN_SZTPSZ08 -1.4881412 0.0085532 -173.987 < 2e-16 ***
DESTIN_SZTPSZ09 -0.5901273 0.0059394 -99.358 < 2e-16 ***
DESTIN_SZTPSZ10 -1.1215711 0.0084488 -132.749 < 2e-16 ***
DESTIN_SZTPSZ11 -0.4837089 0.0050905 -95.022 < 2e-16 ***
DESTIN_SZTPSZ12 -0.8653927 0.0061326 -141.113 < 2e-16 ***
DESTIN_SZTSSZ01 -0.5515103 0.0208541 -26.446 < 2e-16 ***
DESTIN_SZTSSZ02 0.8373778 0.0093757 89.314 < 2e-16 ***
DESTIN_SZTSSZ03 1.7021888 0.0064394 264.340 < 2e-16 ***
DESTIN_SZTSSZ04 1.5355016 0.0067855 226.292 < 2e-16 ***
DESTIN_SZTSSZ05 1.6932319 0.0073725 229.668 < 2e-16 ***
DESTIN_SZTSSZ06 0.4567808 0.0137927 33.118 < 2e-16 ***
DESTIN_SZWCSZ01 1.3967640 0.0045392 307.711 < 2e-16 ***
DESTIN_SZWCSZ02 -0.4560229 0.0122949 -37.090 < 2e-16 ***
DESTIN_SZWCSZ03 -2.0710051 0.0325121 -63.699 < 2e-16 ***
DESTIN_SZWDSZ01 1.5137342 0.0034774 435.310 < 2e-16 ***
DESTIN_SZWDSZ02 -0.3005475 0.0055149 -54.497 < 2e-16 ***
DESTIN_SZWDSZ03 1.2514543 0.0036112 346.550 < 2e-16 ***
DESTIN_SZWDSZ04 -0.1702528 0.0058295 -29.205 < 2e-16 ***
DESTIN_SZWDSZ05 -0.0005419 0.0053911 -0.101 0.91994
DESTIN_SZWDSZ06 0.5203361 0.0040318 129.058 < 2e-16 ***
DESTIN_SZWDSZ07 0.6006472 0.0061745 97.279 < 2e-16 ***
DESTIN_SZWDSZ08 0.6650867 0.0060867 109.268 < 2e-16 ***
DESTIN_SZWDSZ09 0.6237312 0.0044830 139.132 < 2e-16 ***
DESTIN_SZYSSZ01 1.0471638 0.0038255 273.732 < 2e-16 ***
DESTIN_SZYSSZ02 0.2341114 0.0048213 48.558 < 2e-16 ***
DESTIN_SZYSSZ03 -0.0916446 0.0051335 -17.852 < 2e-16 ***
DESTIN_SZYSSZ04 -0.0085536 0.0048684 -1.757 0.07892 .
DESTIN_SZYSSZ05 -1.5775071 0.0100297 -157.283 < 2e-16 ***
DESTIN_SZYSSZ06 -1.8130307 0.0098617 -183.846 < 2e-16 ***
DESTIN_SZYSSZ07 -1.1703963 0.0111525 -104.945 < 2e-16 ***
DESTIN_SZYSSZ08 0.5253514 0.0039556 132.813 < 2e-16 ***
DESTIN_SZYSSZ09 0.4353435 0.0038890 111.943 < 2e-16 ***
log(ORIGIN_AGE25_64) 0.2249135 0.0001404 1602.353 < 2e-16 ***
log(dist) -0.6989356 0.0001287 -5431.279 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 60796037 on 14733 degrees of freedom
Residual deviance: 26208384 on 14452 degrees of freedom
AIC: 26300575
Number of Fisher Scoring iterations: 7CalcRSquared(decSIM$data$TRIPS, decSIM$fitted.values)[1] 0.49729855.8 Doubly Constrained
dbcSIM <- glm(formula = TRIPS ~
ORIGIN_SZ +
DESTIN_SZ +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(dbcSIM)
Call:
glm(formula = TRIPS ~ ORIGIN_SZ + DESTIN_SZ + log(dist), family = poisson(link = "log"),
data = SIM_data, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 12.4165310 0.0043949 2825.242 < 2e-16 ***
ORIGIN_SZAMSZ02 0.9496891 0.0045740 207.630 < 2e-16 ***
ORIGIN_SZAMSZ03 0.5519174 0.0046672 118.253 < 2e-16 ***
ORIGIN_SZAMSZ04 0.1028140 0.0052468 19.596 < 2e-16 ***
ORIGIN_SZAMSZ05 0.0822549 0.0058663 14.022 < 2e-16 ***
ORIGIN_SZAMSZ06 0.6617809 0.0052580 125.861 < 2e-16 ***
ORIGIN_SZAMSZ07 -0.9508298 0.0097681 -97.340 < 2e-16 ***
ORIGIN_SZAMSZ08 -0.7271779 0.0090946 -79.958 < 2e-16 ***
ORIGIN_SZAMSZ09 0.4896781 0.0055203 88.704 < 2e-16 ***
ORIGIN_SZAMSZ10 0.4819428 0.0048175 100.040 < 2e-16 ***
ORIGIN_SZAMSZ11 -1.7719841 0.0130695 -135.582 < 2e-16 ***
ORIGIN_SZAMSZ12 -1.7679107 0.0108777 -162.526 < 2e-16 ***
ORIGIN_SZBDSZ01 0.8314812 0.0045187 184.010 < 2e-16 ***
ORIGIN_SZBDSZ02 0.4305836 0.0052535 81.961 < 2e-16 ***
ORIGIN_SZBDSZ03 0.8009370 0.0046384 172.676 < 2e-16 ***
ORIGIN_SZBDSZ04 1.4562985 0.0040456 359.971 < 2e-16 ***
ORIGIN_SZBDSZ05 0.4501939 0.0046960 95.867 < 2e-16 ***
ORIGIN_SZBDSZ06 0.7745026 0.0047424 163.314 < 2e-16 ***
ORIGIN_SZBDSZ07 -1.1784123 0.0098105 -120.117 < 2e-16 ***
ORIGIN_SZBDSZ08 -0.9830996 0.0091135 -107.873 < 2e-16 ***
ORIGIN_SZBKSZ01 -0.3042966 0.0067086 -45.359 < 2e-16 ***
ORIGIN_SZBKSZ02 0.4801541 0.0054160 88.655 < 2e-16 ***
ORIGIN_SZBKSZ03 0.7823931 0.0052007 150.440 < 2e-16 ***
ORIGIN_SZBKSZ04 -0.1292545 0.0061735 -20.937 < 2e-16 ***
ORIGIN_SZBKSZ05 -0.0258584 0.0060192 -4.296 1.74e-05 ***
ORIGIN_SZBKSZ06 0.1994719 0.0061206 32.590 < 2e-16 ***
ORIGIN_SZBKSZ07 0.7434860 0.0046598 159.553 < 2e-16 ***
ORIGIN_SZBKSZ08 0.1625007 0.0055219 29.428 < 2e-16 ***
ORIGIN_SZBKSZ09 -0.0864293 0.0059533 -14.518 < 2e-16 ***
ORIGIN_SZBLSZ01 -2.1022485 0.0150316 -139.855 < 2e-16 ***
ORIGIN_SZBLSZ02 -2.9460181 0.0195760 -150.491 < 2e-16 ***
ORIGIN_SZBLSZ03 -4.9412872 0.0398540 -123.985 < 2e-16 ***
ORIGIN_SZBLSZ04 -2.8143593 0.0239209 -117.653 < 2e-16 ***
ORIGIN_SZBMSZ01 -0.0264561 0.0053639 -4.932 8.13e-07 ***
ORIGIN_SZBMSZ02 -0.8656513 0.0068511 -126.353 < 2e-16 ***
ORIGIN_SZBMSZ03 -0.1723467 0.0059613 -28.911 < 2e-16 ***
ORIGIN_SZBMSZ04 0.2169844 0.0053578 40.499 < 2e-16 ***
ORIGIN_SZBMSZ05 -2.0252956 0.0126107 -160.602 < 2e-16 ***
ORIGIN_SZBMSZ06 -1.7642018 0.0163931 -107.619 < 2e-16 ***
ORIGIN_SZBMSZ07 -0.3271629 0.0058137 -56.274 < 2e-16 ***
ORIGIN_SZBMSZ08 -0.2533255 0.0059335 -42.694 < 2e-16 ***
ORIGIN_SZBMSZ09 -0.7712635 0.0087939 -87.704 < 2e-16 ***
ORIGIN_SZBMSZ10 -1.0098048 0.0092519 -109.145 < 2e-16 ***
ORIGIN_SZBMSZ11 -0.3816187 0.0067302 -56.702 < 2e-16 ***
ORIGIN_SZBMSZ12 -0.6666616 0.0095680 -69.676 < 2e-16 ***
ORIGIN_SZBMSZ13 -0.0076108 0.0059040 -1.289 0.19737
ORIGIN_SZBMSZ14 -0.1682476 0.0069391 -24.246 < 2e-16 ***
ORIGIN_SZBMSZ15 0.0904585 0.0062822 14.399 < 2e-16 ***
ORIGIN_SZBMSZ16 -1.1808741 0.0092258 -127.997 < 2e-16 ***
ORIGIN_SZBMSZ17 -1.7189127 0.0158408 -108.512 < 2e-16 ***
ORIGIN_SZBPSZ01 0.4294645 0.0058051 73.980 < 2e-16 ***
ORIGIN_SZBPSZ02 0.5028906 0.0068169 73.771 < 2e-16 ***
ORIGIN_SZBPSZ03 0.6656178 0.0066126 100.658 < 2e-16 ***
ORIGIN_SZBPSZ04 0.5203612 0.0053224 97.769 < 2e-16 ***
ORIGIN_SZBPSZ05 0.5377769 0.0047907 112.256 < 2e-16 ***
ORIGIN_SZBPSZ06 -1.2327809 0.0094950 -129.835 < 2e-16 ***
ORIGIN_SZBPSZ07 -0.9035255 0.0088739 -101.818 < 2e-16 ***
ORIGIN_SZBSSZ01 0.1210027 0.0053990 22.412 < 2e-16 ***
ORIGIN_SZBSSZ02 0.4618449 0.0048641 94.951 < 2e-16 ***
ORIGIN_SZBSSZ03 0.2160739 0.0047835 45.170 < 2e-16 ***
ORIGIN_SZBTSZ01 -0.1108042 0.0055599 -19.929 < 2e-16 ***
ORIGIN_SZBTSZ02 -0.8911221 0.0079213 -112.498 < 2e-16 ***
ORIGIN_SZBTSZ03 -0.2203980 0.0059325 -37.151 < 2e-16 ***
ORIGIN_SZBTSZ04 -0.6427946 0.0105438 -60.964 < 2e-16 ***
ORIGIN_SZBTSZ05 -1.4662312 0.0111784 -131.166 < 2e-16 ***
ORIGIN_SZBTSZ06 -0.6105884 0.0073456 -83.123 < 2e-16 ***
ORIGIN_SZBTSZ07 -1.9041317 0.0132781 -143.404 < 2e-16 ***
ORIGIN_SZBTSZ08 -1.0627939 0.0095982 -110.728 < 2e-16 ***
ORIGIN_SZCBSZ01 -2.9365941 0.0548632 -53.526 < 2e-16 ***
ORIGIN_SZCCSZ01 -1.5313555 0.0134599 -113.772 < 2e-16 ***
ORIGIN_SZCHSZ01 -1.2034494 0.0119468 -100.734 < 2e-16 ***
ORIGIN_SZCHSZ02 -0.8299415 0.0081984 -101.232 < 2e-16 ***
ORIGIN_SZCHSZ03 -0.5143946 0.0061944 -83.042 < 2e-16 ***
ORIGIN_SZCKSZ01 0.2372583 0.0053612 44.255 < 2e-16 ***
ORIGIN_SZCKSZ02 0.9124836 0.0054472 167.515 < 2e-16 ***
ORIGIN_SZCKSZ03 0.7237808 0.0048401 149.539 < 2e-16 ***
ORIGIN_SZCKSZ04 1.6884022 0.0050169 336.540 < 2e-16 ***
ORIGIN_SZCKSZ05 1.3932005 0.0062346 223.464 < 2e-16 ***
ORIGIN_SZCKSZ06 1.0670053 0.0066112 161.394 < 2e-16 ***
ORIGIN_SZCLSZ01 -0.8602837 0.0079240 -108.567 < 2e-16 ***
ORIGIN_SZCLSZ02 -1.3853421 0.0137444 -100.793 < 2e-16 ***
ORIGIN_SZCLSZ03 -0.8582608 0.0081177 -105.727 < 2e-16 ***
ORIGIN_SZCLSZ04 0.7836027 0.0046427 168.782 < 2e-16 ***
ORIGIN_SZCLSZ05 -1.8121756 0.0148960 -121.655 < 2e-16 ***
ORIGIN_SZCLSZ06 0.8296870 0.0043909 188.955 < 2e-16 ***
ORIGIN_SZCLSZ07 -0.2325219 0.0057432 -40.487 < 2e-16 ***
ORIGIN_SZCLSZ08 0.2714336 0.0062625 43.342 < 2e-16 ***
ORIGIN_SZCLSZ09 -2.2223744 0.0160946 -138.082 < 2e-16 ***
ORIGIN_SZDTSZ02 -4.0704970 0.0834192 -48.796 < 2e-16 ***
ORIGIN_SZDTSZ03 -3.4529031 0.0738295 -46.769 < 2e-16 ***
ORIGIN_SZDTSZ13 -2.8301983 0.0313085 -90.397 < 2e-16 ***
ORIGIN_SZGLSZ01 -1.4674986 0.0093137 -157.563 < 2e-16 ***
ORIGIN_SZGLSZ02 0.2749369 0.0050051 54.931 < 2e-16 ***
ORIGIN_SZGLSZ03 0.0781954 0.0049748 15.718 < 2e-16 ***
ORIGIN_SZGLSZ04 0.8167797 0.0043260 188.808 < 2e-16 ***
ORIGIN_SZGLSZ05 0.5277509 0.0044879 117.595 < 2e-16 ***
ORIGIN_SZHGSZ01 0.2323885 0.0048555 47.861 < 2e-16 ***
ORIGIN_SZHGSZ02 0.5707182 0.0048256 118.268 < 2e-16 ***
ORIGIN_SZHGSZ03 0.4231170 0.0052149 81.136 < 2e-16 ***
ORIGIN_SZHGSZ04 0.9341168 0.0044128 211.681 < 2e-16 ***
ORIGIN_SZHGSZ05 1.2192790 0.0043790 278.437 < 2e-16 ***
ORIGIN_SZHGSZ06 0.0490041 0.0054961 8.916 < 2e-16 ***
ORIGIN_SZHGSZ07 0.6337041 0.0045735 138.559 < 2e-16 ***
ORIGIN_SZHGSZ08 0.0312612 0.0054684 5.717 1.09e-08 ***
ORIGIN_SZHGSZ09 -0.6985397 0.0071800 -97.289 < 2e-16 ***
ORIGIN_SZHGSZ10 -2.9958967 0.0422303 -70.942 < 2e-16 ***
ORIGIN_SZJESZ01 0.4363431 0.0051329 85.010 < 2e-16 ***
ORIGIN_SZJESZ02 0.3460900 0.0051372 67.370 < 2e-16 ***
ORIGIN_SZJESZ03 0.2928005 0.0055108 53.132 < 2e-16 ***
ORIGIN_SZJESZ04 -1.1924298 0.0093540 -127.478 < 2e-16 ***
ORIGIN_SZJESZ05 -2.0178136 0.0139479 -144.668 < 2e-16 ***
ORIGIN_SZJESZ06 0.1637633 0.0050685 32.310 < 2e-16 ***
ORIGIN_SZJESZ07 -1.8227460 0.0119383 -152.680 < 2e-16 ***
ORIGIN_SZJESZ08 -1.1556281 0.0117870 -98.043 < 2e-16 ***
ORIGIN_SZJESZ09 0.4766229 0.0052813 90.248 < 2e-16 ***
ORIGIN_SZJESZ10 -2.6868992 0.0186864 -143.789 < 2e-16 ***
ORIGIN_SZJESZ11 -3.0618150 0.0199755 -153.278 < 2e-16 ***
ORIGIN_SZJWSZ01 0.4417418 0.0068611 64.383 < 2e-16 ***
ORIGIN_SZJWSZ02 0.9738087 0.0047905 203.281 < 2e-16 ***
ORIGIN_SZJWSZ03 1.1548028 0.0045180 255.599 < 2e-16 ***
ORIGIN_SZJWSZ04 0.9078417 0.0046668 194.532 < 2e-16 ***
ORIGIN_SZJWSZ05 -1.7092500 0.0127422 -134.141 < 2e-16 ***
ORIGIN_SZJWSZ06 -1.3284287 0.0109785 -121.002 < 2e-16 ***
ORIGIN_SZJWSZ07 -2.3231549 0.0281427 -82.549 < 2e-16 ***
ORIGIN_SZJWSZ08 1.9386127 0.0046041 421.059 < 2e-16 ***
ORIGIN_SZJWSZ09 1.3987549 0.0042610 328.266 < 2e-16 ***
ORIGIN_SZKLSZ01 0.2617735 0.0050089 52.261 < 2e-16 ***
ORIGIN_SZKLSZ02 -0.4325093 0.0064279 -67.286 < 2e-16 ***
ORIGIN_SZKLSZ03 -0.2787173 0.0060380 -46.161 < 2e-16 ***
ORIGIN_SZKLSZ04 -1.9432693 0.0119163 -163.076 < 2e-16 ***
ORIGIN_SZKLSZ05 -0.5420067 0.0085529 -63.371 < 2e-16 ***
ORIGIN_SZKLSZ06 -4.2949009 0.1857686 -23.120 < 2e-16 ***
ORIGIN_SZKLSZ07 -0.8576946 0.0085178 -100.694 < 2e-16 ***
ORIGIN_SZKLSZ08 -1.3840925 0.0092323 -149.918 < 2e-16 ***
ORIGIN_SZLKSZ01 -2.8108510 0.0392356 -71.640 < 2e-16 ***
ORIGIN_SZMDSZ01 -1.6745388 0.0296543 -56.469 < 2e-16 ***
ORIGIN_SZMDSZ02 -0.8193738 0.0106631 -76.842 < 2e-16 ***
ORIGIN_SZMDSZ03 -1.5088267 0.0172032 -87.706 < 2e-16 ***
ORIGIN_SZMPSZ01 -0.9860154 0.0085053 -115.929 < 2e-16 ***
ORIGIN_SZMPSZ02 -0.5958875 0.0070097 -85.008 < 2e-16 ***
ORIGIN_SZMPSZ03 -0.0490122 0.0054582 -8.980 < 2e-16 ***
ORIGIN_SZMUSZ02 -3.5233367 0.1037749 -33.952 < 2e-16 ***
ORIGIN_SZNTSZ01 -2.6451541 0.0353125 -74.907 < 2e-16 ***
ORIGIN_SZNTSZ02 -2.7710546 0.0232841 -119.011 < 2e-16 ***
ORIGIN_SZNTSZ03 -0.6123404 0.0079083 -77.430 < 2e-16 ***
ORIGIN_SZNTSZ05 -2.9257445 0.0496704 -58.903 < 2e-16 ***
ORIGIN_SZNTSZ06 -3.3260031 0.0557966 -59.609 < 2e-16 ***
ORIGIN_SZNVSZ01 0.6421306 0.0046037 139.482 < 2e-16 ***
ORIGIN_SZNVSZ02 -0.4251550 0.0065890 -64.525 < 2e-16 ***
ORIGIN_SZNVSZ03 -1.0765622 0.0078766 -136.679 < 2e-16 ***
ORIGIN_SZNVSZ04 -1.2289504 0.0091468 -134.358 < 2e-16 ***
ORIGIN_SZNVSZ05 -2.3551389 0.0158219 -148.853 < 2e-16 ***
ORIGIN_SZPGSZ01 0.1518212 0.0154825 9.806 < 2e-16 ***
ORIGIN_SZPGSZ02 -0.4062609 0.0073780 -55.064 < 2e-16 ***
ORIGIN_SZPGSZ03 0.8976913 0.0046122 194.636 < 2e-16 ***
ORIGIN_SZPGSZ04 1.1161685 0.0045850 243.437 < 2e-16 ***
ORIGIN_SZPGSZ05 0.4794249 0.0060213 79.621 < 2e-16 ***
ORIGIN_SZPLSZ01 -0.8322377 0.0107898 -77.132 < 2e-16 ***
ORIGIN_SZPLSZ02 -1.2968937 0.0149841 -86.551 < 2e-16 ***
ORIGIN_SZPLSZ03 -3.2744991 0.0374541 -87.427 < 2e-16 ***
ORIGIN_SZPLSZ04 -3.5423615 0.0372570 -95.079 < 2e-16 ***
ORIGIN_SZPLSZ05 -2.4343705 0.0227807 -106.861 < 2e-16 ***
ORIGIN_SZPNSZ01 0.8052461 0.0056124 143.476 < 2e-16 ***
ORIGIN_SZPNSZ02 -1.8042362 0.0128222 -140.712 < 2e-16 ***
ORIGIN_SZPNSZ03 -2.6363996 0.0200058 -131.782 < 2e-16 ***
ORIGIN_SZPNSZ04 -4.8427070 0.0320126 -151.275 < 2e-16 ***
ORIGIN_SZPNSZ05 -3.6613775 0.0285686 -128.161 < 2e-16 ***
ORIGIN_SZPRSZ01 -0.5645384 0.0117126 -48.199 < 2e-16 ***
ORIGIN_SZPRSZ02 0.9145886 0.0048137 189.998 < 2e-16 ***
ORIGIN_SZPRSZ03 0.4478971 0.0048102 93.113 < 2e-16 ***
ORIGIN_SZPRSZ04 -0.5312444 0.0079019 -67.230 < 2e-16 ***
ORIGIN_SZPRSZ05 1.1462662 0.0045250 253.318 < 2e-16 ***
ORIGIN_SZPRSZ06 -0.7392744 0.0090347 -81.826 < 2e-16 ***
ORIGIN_SZPRSZ07 -2.1667862 0.0162528 -133.318 < 2e-16 ***
ORIGIN_SZPRSZ08 -0.1327079 0.0065712 -20.195 < 2e-16 ***
ORIGIN_SZQTSZ01 0.1062151 0.0071538 14.847 < 2e-16 ***
ORIGIN_SZQTSZ02 -0.4993990 0.0064382 -77.568 < 2e-16 ***
ORIGIN_SZQTSZ03 0.1161844 0.0058822 19.752 < 2e-16 ***
ORIGIN_SZQTSZ04 -0.8102612 0.0072742 -111.389 < 2e-16 ***
ORIGIN_SZQTSZ05 -0.0417272 0.0061917 -6.739 1.59e-11 ***
ORIGIN_SZQTSZ06 -0.2521417 0.0066449 -37.945 < 2e-16 ***
ORIGIN_SZQTSZ07 -1.2395975 0.0097496 -127.143 < 2e-16 ***
ORIGIN_SZQTSZ08 -0.1105467 0.0059364 -18.622 < 2e-16 ***
ORIGIN_SZQTSZ09 -0.5078461 0.0067895 -74.798 < 2e-16 ***
ORIGIN_SZQTSZ10 -0.3866593 0.0066995 -57.714 < 2e-16 ***
ORIGIN_SZQTSZ11 -1.5264609 0.0099770 -152.998 < 2e-16 ***
ORIGIN_SZQTSZ12 -1.3866518 0.0106887 -129.730 < 2e-16 ***
ORIGIN_SZQTSZ13 -0.3764286 0.0066707 -56.430 < 2e-16 ***
ORIGIN_SZQTSZ14 -1.4907399 0.0100120 -148.896 < 2e-16 ***
ORIGIN_SZQTSZ15 -1.0552239 0.0108792 -96.994 < 2e-16 ***
ORIGIN_SZRCSZ01 -1.3136074 0.0126986 -103.445 < 2e-16 ***
ORIGIN_SZRCSZ06 -0.2418276 0.0085509 -28.281 < 2e-16 ***
ORIGIN_SZRVSZ01 -2.9263747 0.0324968 -90.051 < 2e-16 ***
ORIGIN_SZRVSZ02 -2.2980940 0.0278202 -82.605 < 2e-16 ***
ORIGIN_SZRVSZ03 -2.4663765 0.0238674 -103.336 < 2e-16 ***
ORIGIN_SZRVSZ04 -3.1853677 0.0556939 -57.194 < 2e-16 ***
ORIGIN_SZRVSZ05 -1.5695490 0.0166684 -94.163 < 2e-16 ***
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ORIGIN_SZSBSZ02 -0.7307279 0.0084105 -86.883 < 2e-16 ***
ORIGIN_SZSBSZ03 0.5920074 0.0050167 118.008 < 2e-16 ***
ORIGIN_SZSBSZ04 0.3684857 0.0058575 62.908 < 2e-16 ***
ORIGIN_SZSBSZ05 -0.0036863 0.0068459 -0.538 0.59026
ORIGIN_SZSBSZ06 -1.1939284 0.0181541 -65.766 < 2e-16 ***
ORIGIN_SZSBSZ07 -0.4896579 0.0135618 -36.106 < 2e-16 ***
ORIGIN_SZSBSZ08 -2.1221691 0.0127258 -166.762 < 2e-16 ***
ORIGIN_SZSBSZ09 -1.2032410 0.0089611 -134.273 < 2e-16 ***
ORIGIN_SZSESZ02 1.0721820 0.0045336 236.498 < 2e-16 ***
ORIGIN_SZSESZ03 1.0808012 0.0042923 251.801 < 2e-16 ***
ORIGIN_SZSESZ04 1.0137448 0.0050668 200.076 < 2e-16 ***
ORIGIN_SZSESZ05 -0.1678679 0.0060206 -27.882 < 2e-16 ***
ORIGIN_SZSESZ06 0.9165834 0.0048323 189.677 < 2e-16 ***
ORIGIN_SZSESZ07 -2.2499789 0.0196327 -114.603 < 2e-16 ***
ORIGIN_SZSGSZ01 -0.9369800 0.0087282 -107.351 < 2e-16 ***
ORIGIN_SZSGSZ02 -1.1690716 0.0097131 -120.360 < 2e-16 ***
ORIGIN_SZSGSZ03 0.2604352 0.0052709 49.410 < 2e-16 ***
ORIGIN_SZSGSZ04 0.3468823 0.0048897 70.942 < 2e-16 ***
ORIGIN_SZSGSZ05 -1.5927797 0.0106308 -149.827 < 2e-16 ***
ORIGIN_SZSGSZ06 0.3605651 0.0046361 77.774 < 2e-16 ***
ORIGIN_SZSGSZ07 -0.5333873 0.0063119 -84.504 < 2e-16 ***
ORIGIN_SZSKSZ01 -0.2706750 0.0082836 -32.676 < 2e-16 ***
ORIGIN_SZSKSZ02 0.0970953 0.0063378 15.320 < 2e-16 ***
ORIGIN_SZSKSZ03 -0.6954342 0.0082538 -84.256 < 2e-16 ***
ORIGIN_SZSKSZ04 -2.3863580 0.0284607 -83.847 < 2e-16 ***
ORIGIN_SZSKSZ05 -1.5443140 0.0179059 -86.246 < 2e-16 ***
ORIGIN_SZSLSZ01 -2.9450656 0.0307283 -95.842 < 2e-16 ***
ORIGIN_SZSLSZ04 -0.5739349 0.0077851 -73.722 < 2e-16 ***
ORIGIN_SZSRSZ01 -1.6136735 0.0160199 -100.729 < 2e-16 ***
ORIGIN_SZTHSZ01 -2.6034976 0.0489378 -53.200 < 2e-16 ***
ORIGIN_SZTHSZ03 -1.2770601 0.0229815 -55.569 < 2e-16 ***
ORIGIN_SZTHSZ04 -2.0110399 0.0287527 -69.943 < 2e-16 ***
ORIGIN_SZTHSZ06 -1.7720116 0.0180394 -98.230 < 2e-16 ***
ORIGIN_SZTMSZ01 0.1254729 0.0060924 20.595 < 2e-16 ***
ORIGIN_SZTMSZ02 1.6667504 0.0039836 418.403 < 2e-16 ***
ORIGIN_SZTMSZ03 1.0941176 0.0042911 254.976 < 2e-16 ***
ORIGIN_SZTMSZ04 0.3209520 0.0050349 63.746 < 2e-16 ***
ORIGIN_SZTMSZ05 -0.8155124 0.0079342 -102.785 < 2e-16 ***
ORIGIN_SZTNSZ01 -1.4237298 0.0104636 -136.064 < 2e-16 ***
ORIGIN_SZTNSZ02 -1.2718890 0.0098660 -128.916 < 2e-16 ***
ORIGIN_SZTNSZ03 -1.7960517 0.0134675 -133.362 < 2e-16 ***
ORIGIN_SZTNSZ04 -0.3508142 0.0073556 -47.694 < 2e-16 ***
ORIGIN_SZTPSZ01 -0.3841699 0.0064137 -59.898 < 2e-16 ***
ORIGIN_SZTPSZ02 0.5315265 0.0044497 119.451 < 2e-16 ***
ORIGIN_SZTPSZ03 -0.4669723 0.0062160 -75.124 < 2e-16 ***
ORIGIN_SZTPSZ04 -0.0617169 0.0058830 -10.491 < 2e-16 ***
ORIGIN_SZTPSZ05 0.0713309 0.0062133 11.480 < 2e-16 ***
ORIGIN_SZTPSZ06 0.6800356 0.0069456 97.909 < 2e-16 ***
ORIGIN_SZTPSZ07 -0.0432782 0.0064382 -6.722 1.79e-11 ***
ORIGIN_SZTPSZ08 -0.6976429 0.0092416 -75.490 < 2e-16 ***
ORIGIN_SZTPSZ09 -0.3708833 0.0063548 -58.363 < 2e-16 ***
ORIGIN_SZTPSZ10 -0.4063575 0.0077803 -52.229 < 2e-16 ***
ORIGIN_SZTPSZ11 0.1040282 0.0056115 18.538 < 2e-16 ***
ORIGIN_SZTPSZ12 -0.5104672 0.0066261 -77.039 < 2e-16 ***
ORIGIN_SZTSSZ01 -3.5036830 0.0487290 -71.901 < 2e-16 ***
ORIGIN_SZTSSZ02 -0.0386819 0.0094886 -4.077 4.57e-05 ***
ORIGIN_SZTSSZ03 -0.3862387 0.0095139 -40.597 < 2e-16 ***
ORIGIN_SZTSSZ04 -0.6380676 0.0099905 -63.867 < 2e-16 ***
ORIGIN_SZTSSZ05 -2.7354613 0.0162414 -168.425 < 2e-16 ***
ORIGIN_SZTSSZ06 -2.6310865 0.0255772 -102.868 < 2e-16 ***
ORIGIN_SZWCSZ01 -1.1561047 0.0087394 -132.286 < 2e-16 ***
ORIGIN_SZWCSZ02 -2.6956217 0.0319117 -84.471 < 2e-16 ***
ORIGIN_SZWCSZ03 -4.3526889 0.1241082 -35.072 < 2e-16 ***
ORIGIN_SZWDSZ01 0.8712417 0.0043720 199.277 < 2e-16 ***
ORIGIN_SZWDSZ02 0.9119539 0.0050326 181.210 < 2e-16 ***
ORIGIN_SZWDSZ03 1.6205678 0.0045250 358.136 < 2e-16 ***
ORIGIN_SZWDSZ04 1.2081941 0.0054272 222.618 < 2e-16 ***
ORIGIN_SZWDSZ05 0.4284783 0.0052752 81.224 < 2e-16 ***
ORIGIN_SZWDSZ06 0.9018716 0.0049820 181.028 < 2e-16 ***
ORIGIN_SZWDSZ07 -0.6444820 0.0084731 -76.062 < 2e-16 ***
ORIGIN_SZWDSZ08 -0.8764983 0.0082622 -106.085 < 2e-16 ***
ORIGIN_SZWDSZ09 1.3292589 0.0048663 273.158 < 2e-16 ***
ORIGIN_SZYSSZ01 -0.4780462 0.0058489 -81.733 < 2e-16 ***
ORIGIN_SZYSSZ02 0.9323419 0.0054402 171.380 < 2e-16 ***
ORIGIN_SZYSSZ03 2.0577240 0.0046737 440.274 < 2e-16 ***
ORIGIN_SZYSSZ04 0.8697472 0.0047269 184.000 < 2e-16 ***
ORIGIN_SZYSSZ05 0.1662764 0.0060376 27.540 < 2e-16 ***
ORIGIN_SZYSSZ06 -0.8115617 0.0109084 -74.398 < 2e-16 ***
ORIGIN_SZYSSZ07 -0.8971248 0.0119220 -75.250 < 2e-16 ***
ORIGIN_SZYSSZ08 -0.2738680 0.0063553 -43.093 < 2e-16 ***
ORIGIN_SZYSSZ09 1.2274518 0.0044951 273.066 < 2e-16 ***
DESTIN_SZAMSZ02 -0.0516322 0.0042829 -12.055 < 2e-16 ***
DESTIN_SZAMSZ03 0.0801823 0.0041904 19.135 < 2e-16 ***
DESTIN_SZAMSZ04 -0.9282211 0.0061322 -151.368 < 2e-16 ***
DESTIN_SZAMSZ05 -1.0794168 0.0062543 -172.588 < 2e-16 ***
DESTIN_SZAMSZ06 -0.8839603 0.0060851 -145.267 < 2e-16 ***
DESTIN_SZAMSZ07 -1.5835093 0.0096846 -163.508 < 2e-16 ***
DESTIN_SZAMSZ08 -0.9756903 0.0068829 -141.756 < 2e-16 ***
DESTIN_SZAMSZ09 -1.0362692 0.0061651 -168.087 < 2e-16 ***
DESTIN_SZAMSZ10 -0.1227646 0.0044788 -27.410 < 2e-16 ***
DESTIN_SZAMSZ11 -0.4802374 0.0088108 -54.506 < 2e-16 ***
DESTIN_SZAMSZ12 0.2142621 0.0050653 42.300 < 2e-16 ***
DESTIN_SZBDSZ01 0.3582789 0.0039578 90.524 < 2e-16 ***
DESTIN_SZBDSZ02 -0.4368229 0.0051384 -85.012 < 2e-16 ***
DESTIN_SZBDSZ03 -0.1568727 0.0044329 -35.388 < 2e-16 ***
DESTIN_SZBDSZ04 0.6731669 0.0036215 185.882 < 2e-16 ***
DESTIN_SZBDSZ05 0.3647198 0.0040496 90.062 < 2e-16 ***
DESTIN_SZBDSZ06 0.0589240 0.0044352 13.286 < 2e-16 ***
DESTIN_SZBDSZ07 -0.6648168 0.0095742 -69.438 < 2e-16 ***
DESTIN_SZBDSZ08 -1.7214136 0.0106600 -161.483 < 2e-16 ***
DESTIN_SZBKSZ01 -1.2688264 0.0067263 -188.637 < 2e-16 ***
DESTIN_SZBKSZ02 -0.3912129 0.0055446 -70.558 < 2e-16 ***
DESTIN_SZBKSZ03 -0.8663392 0.0058693 -147.605 < 2e-16 ***
DESTIN_SZBKSZ04 -0.1247273 0.0051254 -24.335 < 2e-16 ***
DESTIN_SZBKSZ05 -0.7407774 0.0059120 -125.300 < 2e-16 ***
DESTIN_SZBKSZ06 -0.9934643 0.0063345 -156.834 < 2e-16 ***
DESTIN_SZBKSZ07 0.0882230 0.0042928 20.551 < 2e-16 ***
DESTIN_SZBKSZ08 -1.1134447 0.0070752 -157.372 < 2e-16 ***
DESTIN_SZBKSZ09 -0.1788171 0.0051327 -34.839 < 2e-16 ***
DESTIN_SZBLSZ01 -0.7696433 0.0071898 -107.047 < 2e-16 ***
DESTIN_SZBLSZ02 0.4076650 0.0068001 59.950 < 2e-16 ***
DESTIN_SZBLSZ03 1.5398488 0.0078230 196.836 < 2e-16 ***
DESTIN_SZBLSZ04 -0.3499486 0.0136985 -25.546 < 2e-16 ***
DESTIN_SZBMSZ01 -0.2114705 0.0048311 -43.773 < 2e-16 ***
DESTIN_SZBMSZ02 -0.3316806 0.0049958 -66.391 < 2e-16 ***
DESTIN_SZBMSZ03 -0.5134774 0.0058534 -87.723 < 2e-16 ***
DESTIN_SZBMSZ04 -0.2205274 0.0051028 -43.217 < 2e-16 ***
DESTIN_SZBMSZ05 -0.2101165 0.0067710 -31.032 < 2e-16 ***
DESTIN_SZBMSZ06 -1.3832385 0.0124821 -110.818 < 2e-16 ***
DESTIN_SZBMSZ07 -0.0133462 0.0046787 -2.853 0.00434 **
DESTIN_SZBMSZ08 -0.9056756 0.0063868 -141.805 < 2e-16 ***
DESTIN_SZBMSZ09 -2.3175407 0.0144523 -160.358 < 2e-16 ***
DESTIN_SZBMSZ10 -1.3973725 0.0090463 -154.470 < 2e-16 ***
DESTIN_SZBMSZ11 -1.3950206 0.0080459 -173.383 < 2e-16 ***
DESTIN_SZBMSZ12 -0.6882789 0.0081539 -84.411 < 2e-16 ***
DESTIN_SZBMSZ13 -0.2729120 0.0052969 -51.523 < 2e-16 ***
DESTIN_SZBMSZ14 -0.7581980 0.0080215 -94.521 < 2e-16 ***
DESTIN_SZBMSZ15 -0.9323237 0.0071093 -131.142 < 2e-16 ***
DESTIN_SZBMSZ16 -2.0655530 0.0108490 -190.391 < 2e-16 ***
DESTIN_SZBMSZ17 -2.5124893 0.0165366 -151.935 < 2e-16 ***
DESTIN_SZBPSZ01 -0.8203274 0.0057682 -142.216 < 2e-16 ***
DESTIN_SZBPSZ02 -1.5284265 0.0087447 -174.783 < 2e-16 ***
DESTIN_SZBPSZ03 -1.2434382 0.0080852 -153.792 < 2e-16 ***
DESTIN_SZBPSZ04 -0.7778558 0.0060900 -127.727 < 2e-16 ***
DESTIN_SZBPSZ05 0.1782204 0.0042331 42.101 < 2e-16 ***
DESTIN_SZBPSZ06 -0.6758807 0.0079728 -84.773 < 2e-16 ***
DESTIN_SZBPSZ07 -0.5029450 0.0081151 -61.976 < 2e-16 ***
DESTIN_SZBSSZ01 -0.1269916 0.0046949 -27.049 < 2e-16 ***
DESTIN_SZBSSZ02 -0.7536917 0.0051895 -145.233 < 2e-16 ***
DESTIN_SZBSSZ03 0.2747969 0.0039115 70.254 < 2e-16 ***
DESTIN_SZBTSZ01 0.1708577 0.0043381 39.385 < 2e-16 ***
DESTIN_SZBTSZ02 -0.6820190 0.0067243 -101.427 < 2e-16 ***
DESTIN_SZBTSZ03 0.0610599 0.0049825 12.255 < 2e-16 ***
DESTIN_SZBTSZ04 -1.3199639 0.0107063 -123.288 < 2e-16 ***
DESTIN_SZBTSZ05 -0.4174991 0.0069221 -60.314 < 2e-16 ***
DESTIN_SZBTSZ06 -0.5260242 0.0061145 -86.029 < 2e-16 ***
DESTIN_SZBTSZ07 -1.6678047 0.0106335 -156.844 < 2e-16 ***
DESTIN_SZBTSZ08 -0.7999935 0.0089175 -89.711 < 2e-16 ***
DESTIN_SZCBSZ01 -5.6321332 0.3162476 -17.809 < 2e-16 ***
DESTIN_SZCCSZ01 -0.9342781 0.0081409 -114.763 < 2e-16 ***
DESTIN_SZCHSZ01 -1.2808546 0.0096774 -132.355 < 2e-16 ***
DESTIN_SZCHSZ02 0.0067332 0.0054322 1.239 0.21516
DESTIN_SZCHSZ03 1.0988838 0.0041378 265.570 < 2e-16 ***
DESTIN_SZCKSZ01 -0.3192235 0.0050632 -63.048 < 2e-16 ***
DESTIN_SZCKSZ02 -0.7776453 0.0055279 -140.676 < 2e-16 ***
DESTIN_SZCKSZ03 0.2772358 0.0042541 65.170 < 2e-16 ***
DESTIN_SZCKSZ04 -1.3842048 0.0065159 -212.436 < 2e-16 ***
DESTIN_SZCKSZ05 -1.2051808 0.0076814 -156.897 < 2e-16 ***
DESTIN_SZCKSZ06 0.1321955 0.0061568 21.472 < 2e-16 ***
DESTIN_SZCLSZ01 0.1942449 0.0049977 38.867 < 2e-16 ***
DESTIN_SZCLSZ02 -2.0828648 0.0134597 -154.749 < 2e-16 ***
DESTIN_SZCLSZ03 -0.8823728 0.0078307 -112.681 < 2e-16 ***
DESTIN_SZCLSZ04 -0.2311432 0.0047194 -48.977 < 2e-16 ***
DESTIN_SZCLSZ05 -1.0113430 0.0085536 -118.237 < 2e-16 ***
DESTIN_SZCLSZ06 0.0694682 0.0042166 16.475 < 2e-16 ***
DESTIN_SZCLSZ07 -0.4953961 0.0054184 -91.429 < 2e-16 ***
DESTIN_SZCLSZ08 -0.3849563 0.0061404 -62.693 < 2e-16 ***
DESTIN_SZCLSZ09 0.4201808 0.0067112 62.609 < 2e-16 ***
DESTIN_SZDTSZ02 -2.6513032 0.0348725 -76.029 < 2e-16 ***
DESTIN_SZDTSZ03 -1.5192228 0.0144477 -105.153 < 2e-16 ***
DESTIN_SZDTSZ13 -2.2041951 0.0161726 -136.292 < 2e-16 ***
DESTIN_SZGLSZ01 -0.0139744 0.0052464 -2.664 0.00773 **
DESTIN_SZGLSZ02 -0.2850816 0.0047467 -60.059 < 2e-16 ***
DESTIN_SZGLSZ03 0.3511872 0.0039473 88.969 < 2e-16 ***
DESTIN_SZGLSZ04 0.2909117 0.0039436 73.769 < 2e-16 ***
DESTIN_SZGLSZ05 0.1845361 0.0040011 46.121 < 2e-16 ***
DESTIN_SZHGSZ01 0.1418382 0.0039875 35.571 < 2e-16 ***
DESTIN_SZHGSZ02 -0.7233151 0.0052374 -138.105 < 2e-16 ***
DESTIN_SZHGSZ03 -1.1918463 0.0062129 -191.834 < 2e-16 ***
DESTIN_SZHGSZ04 -0.4380360 0.0044839 -97.691 < 2e-16 ***
DESTIN_SZHGSZ05 -0.5671024 0.0046427 -122.149 < 2e-16 ***
DESTIN_SZHGSZ06 -0.8271411 0.0054935 -150.566 < 2e-16 ***
DESTIN_SZHGSZ07 0.0721800 0.0041589 17.356 < 2e-16 ***
DESTIN_SZHGSZ08 -0.4297429 0.0050021 -85.913 < 2e-16 ***
DESTIN_SZHGSZ09 -0.2085461 0.0052544 -39.690 < 2e-16 ***
DESTIN_SZHGSZ10 -2.9169699 0.0262698 -111.039 < 2e-16 ***
DESTIN_SZJESZ01 -0.2822473 0.0051166 -55.163 < 2e-16 ***
DESTIN_SZJESZ02 -0.6761389 0.0053635 -126.063 < 2e-16 ***
DESTIN_SZJESZ03 -0.7371756 0.0058983 -124.980 < 2e-16 ***
DESTIN_SZJESZ04 -0.4593491 0.0067970 -67.581 < 2e-16 ***
DESTIN_SZJESZ05 -1.1418012 0.0099049 -115.277 < 2e-16 ***
DESTIN_SZJESZ06 0.1759680 0.0042791 41.123 < 2e-16 ***
DESTIN_SZJESZ07 -1.2260587 0.0082714 -148.229 < 2e-16 ***
DESTIN_SZJESZ08 -0.8547001 0.0080417 -106.283 < 2e-16 ***
DESTIN_SZJESZ09 -0.4306353 0.0057006 -75.542 < 2e-16 ***
DESTIN_SZJESZ10 0.6584971 0.0073664 89.392 < 2e-16 ***
DESTIN_SZJESZ11 0.9661208 0.0070491 137.056 < 2e-16 ***
DESTIN_SZJWSZ01 -0.9128436 0.0069529 -131.290 < 2e-16 ***
DESTIN_SZJWSZ02 -0.7285851 0.0054839 -132.859 < 2e-16 ***
DESTIN_SZJWSZ03 0.2601455 0.0043215 60.198 < 2e-16 ***
DESTIN_SZJWSZ04 0.6860274 0.0041135 166.775 < 2e-16 ***
DESTIN_SZJWSZ05 -0.4684576 0.0062875 -74.506 < 2e-16 ***
DESTIN_SZJWSZ06 -0.2459774 0.0057575 -42.723 < 2e-16 ***
DESTIN_SZJWSZ07 -1.8854234 0.0287721 -65.529 < 2e-16 ***
DESTIN_SZJWSZ08 -0.5523308 0.0051054 -108.186 < 2e-16 ***
DESTIN_SZJWSZ09 0.8818747 0.0037800 233.301 < 2e-16 ***
DESTIN_SZKLSZ01 -0.5814386 0.0052711 -110.308 < 2e-16 ***
DESTIN_SZKLSZ02 -0.7090577 0.0058161 -121.914 < 2e-16 ***
DESTIN_SZKLSZ03 -1.2191910 0.0065984 -184.772 < 2e-16 ***
DESTIN_SZKLSZ04 -1.6961428 0.0087866 -193.038 < 2e-16 ***
DESTIN_SZKLSZ05 -0.6927144 0.0073574 -94.153 < 2e-16 ***
DESTIN_SZKLSZ06 -2.2967464 0.0362605 -63.340 < 2e-16 ***
DESTIN_SZKLSZ07 -0.9536980 0.0066777 -142.819 < 2e-16 ***
DESTIN_SZKLSZ08 -0.4565596 0.0051736 -88.249 < 2e-16 ***
DESTIN_SZLKSZ01 -1.7277135 0.0207336 -83.329 < 2e-16 ***
DESTIN_SZMDSZ01 -1.7155417 0.0210080 -81.661 < 2e-16 ***
DESTIN_SZMDSZ02 -1.3694928 0.0114174 -119.948 < 2e-16 ***
DESTIN_SZMDSZ03 -2.7183729 0.0252678 -107.582 < 2e-16 ***
DESTIN_SZMPSZ01 -0.8051991 0.0078564 -102.490 < 2e-16 ***
DESTIN_SZMPSZ02 -0.7627000 0.0061386 -124.246 < 2e-16 ***
DESTIN_SZMPSZ03 -0.0649484 0.0047787 -13.591 < 2e-16 ***
DESTIN_SZMUSZ02 -1.9549128 0.0200160 -97.667 < 2e-16 ***
DESTIN_SZNTSZ01 -3.3048398 0.0448053 -73.760 < 2e-16 ***
DESTIN_SZNTSZ02 -1.6454847 0.0109337 -150.497 < 2e-16 ***
DESTIN_SZNTSZ03 -1.1389723 0.0077396 -147.161 < 2e-16 ***
DESTIN_SZNTSZ05 -2.0264109 0.0250226 -80.983 < 2e-16 ***
DESTIN_SZNTSZ06 -3.3496282 0.0428989 -78.082 < 2e-16 ***
DESTIN_SZNVSZ01 -0.3407614 0.0045493 -74.905 < 2e-16 ***
DESTIN_SZNVSZ02 -0.4987695 0.0053942 -92.465 < 2e-16 ***
DESTIN_SZNVSZ03 -0.4936107 0.0055158 -89.491 < 2e-16 ***
DESTIN_SZNVSZ04 -1.9141281 0.0107557 -177.964 < 2e-16 ***
DESTIN_SZNVSZ05 -1.5378263 0.0089577 -171.677 < 2e-16 ***
DESTIN_SZPGSZ01 -1.7744485 0.0194346 -91.304 < 2e-16 ***
DESTIN_SZPGSZ02 -0.9282918 0.0069006 -134.523 < 2e-16 ***
DESTIN_SZPGSZ03 0.0885025 0.0042145 21.000 < 2e-16 ***
DESTIN_SZPGSZ04 -0.3879375 0.0046862 -82.784 < 2e-16 ***
DESTIN_SZPGSZ05 -0.9649873 0.0074625 -129.311 < 2e-16 ***
DESTIN_SZPLSZ01 -0.6159175 0.0070845 -86.939 < 2e-16 ***
DESTIN_SZPLSZ02 -1.7551386 0.0133081 -131.885 < 2e-16 ***
DESTIN_SZPLSZ03 -0.1378379 0.0098704 -13.965 < 2e-16 ***
DESTIN_SZPLSZ04 -0.1411200 0.0096446 -14.632 < 2e-16 ***
DESTIN_SZPLSZ05 -0.8483196 0.0119048 -71.259 < 2e-16 ***
DESTIN_SZPNSZ01 -0.1579087 0.0057330 -27.544 < 2e-16 ***
DESTIN_SZPNSZ02 1.0243480 0.0076680 133.587 < 2e-16 ***
DESTIN_SZPNSZ03 0.0451598 0.0081444 5.545 2.94e-08 ***
DESTIN_SZPNSZ04 1.8941928 0.0087479 216.530 < 2e-16 ***
DESTIN_SZPNSZ05 1.0341581 0.0130830 79.046 < 2e-16 ***
DESTIN_SZPRSZ01 -1.4038513 0.0086911 -161.527 < 2e-16 ***
DESTIN_SZPRSZ02 -0.4942539 0.0052403 -94.319 < 2e-16 ***
DESTIN_SZPRSZ03 0.4219510 0.0040281 104.751 < 2e-16 ***
DESTIN_SZPRSZ04 -0.4841099 0.0083498 -57.979 < 2e-16 ***
DESTIN_SZPRSZ05 -0.2988481 0.0047512 -62.899 < 2e-16 ***
DESTIN_SZPRSZ06 0.0012333 0.0054530 0.226 0.82108
DESTIN_SZPRSZ07 -1.1417482 0.0118845 -96.070 < 2e-16 ***
DESTIN_SZPRSZ08 -0.8259249 0.0066757 -123.720 < 2e-16 ***
DESTIN_SZQTSZ01 -1.2134330 0.0089222 -136.002 < 2e-16 ***
DESTIN_SZQTSZ02 -1.2397956 0.0074512 -166.388 < 2e-16 ***
DESTIN_SZQTSZ03 -0.7448659 0.0066511 -111.992 < 2e-16 ***
DESTIN_SZQTSZ04 -0.6243112 0.0066812 -93.443 < 2e-16 ***
DESTIN_SZQTSZ05 -0.6102589 0.0060458 -100.940 < 2e-16 ***
DESTIN_SZQTSZ06 -0.9164592 0.0065095 -140.788 < 2e-16 ***
DESTIN_SZQTSZ07 -1.4600643 0.0109976 -132.762 < 2e-16 ***
DESTIN_SZQTSZ08 0.0004582 0.0050178 0.091 0.92724
DESTIN_SZQTSZ09 -0.5226213 0.0058901 -88.728 < 2e-16 ***
DESTIN_SZQTSZ10 -0.3867082 0.0055876 -69.208 < 2e-16 ***
DESTIN_SZQTSZ11 0.0260589 0.0055065 4.732 2.22e-06 ***
DESTIN_SZQTSZ12 -0.3387634 0.0072779 -46.547 < 2e-16 ***
DESTIN_SZQTSZ13 -0.0512118 0.0053664 -9.543 < 2e-16 ***
DESTIN_SZQTSZ14 -0.2555346 0.0063792 -40.057 < 2e-16 ***
DESTIN_SZQTSZ15 -0.1820651 0.0077537 -23.481 < 2e-16 ***
DESTIN_SZRCSZ01 -0.4641196 0.0072515 -64.003 < 2e-16 ***
DESTIN_SZRCSZ06 -2.0929548 0.0189106 -110.676 < 2e-16 ***
DESTIN_SZRVSZ01 -1.7885682 0.0163492 -109.398 < 2e-16 ***
DESTIN_SZRVSZ02 -3.1669721 0.0326320 -97.051 < 2e-16 ***
DESTIN_SZRVSZ03 -2.0306835 0.0135749 -149.591 < 2e-16 ***
DESTIN_SZRVSZ04 -1.5113470 0.0155637 -97.107 < 2e-16 ***
DESTIN_SZRVSZ05 -2.3683855 0.0259334 -91.326 < 2e-16 ***
DESTIN_SZSBSZ01 -0.5841063 0.0068588 -85.162 < 2e-16 ***
DESTIN_SZSBSZ02 -1.0777704 0.0078288 -137.667 < 2e-16 ***
DESTIN_SZSBSZ03 0.4734371 0.0045880 103.190 < 2e-16 ***
DESTIN_SZSBSZ04 0.0546094 0.0057517 9.494 < 2e-16 ***
DESTIN_SZSBSZ05 -0.9588198 0.0075242 -127.431 < 2e-16 ***
DESTIN_SZSBSZ06 -1.8528944 0.0234040 -79.170 < 2e-16 ***
DESTIN_SZSBSZ07 -1.8403768 0.0195878 -93.955 < 2e-16 ***
DESTIN_SZSBSZ08 0.9205969 0.0055698 165.285 < 2e-16 ***
DESTIN_SZSBSZ09 0.5166486 0.0051939 99.472 < 2e-16 ***
DESTIN_SZSESZ02 -0.5728211 0.0048270 -118.669 < 2e-16 ***
DESTIN_SZSESZ03 0.2554787 0.0038335 66.645 < 2e-16 ***
DESTIN_SZSESZ04 -0.8982794 0.0056698 -158.432 < 2e-16 ***
DESTIN_SZSESZ05 -0.4661655 0.0048578 -95.962 < 2e-16 ***
DESTIN_SZSESZ06 -0.8392849 0.0059198 -141.777 < 2e-16 ***
DESTIN_SZSESZ07 -3.2182325 0.0227089 -141.717 < 2e-16 ***
DESTIN_SZSGSZ01 -0.2751206 0.0059581 -46.176 < 2e-16 ***
DESTIN_SZSGSZ02 -0.2951806 0.0052515 -56.209 < 2e-16 ***
DESTIN_SZSGSZ03 -0.4469508 0.0048181 -92.766 < 2e-16 ***
DESTIN_SZSGSZ04 -0.2842809 0.0047961 -59.274 < 2e-16 ***
DESTIN_SZSGSZ05 -2.0643753 0.0098252 -210.109 < 2e-16 ***
DESTIN_SZSGSZ06 0.2501247 0.0038873 64.343 < 2e-16 ***
DESTIN_SZSGSZ07 -0.5743750 0.0052184 -110.067 < 2e-16 ***
DESTIN_SZSISZ01 -1.1030669 0.0259113 -42.571 < 2e-16 ***
DESTIN_SZSKSZ01 -0.5462538 0.0071443 -76.460 < 2e-16 ***
DESTIN_SZSKSZ02 0.2965180 0.0056707 52.290 < 2e-16 ***
DESTIN_SZSKSZ03 -0.4521490 0.0062177 -72.719 < 2e-16 ***
DESTIN_SZSKSZ04 -0.6665145 0.0148252 -44.958 < 2e-16 ***
DESTIN_SZSKSZ05 -0.1474142 0.0121958 -12.087 < 2e-16 ***
DESTIN_SZSLSZ01 -0.8855715 0.0084587 -104.693 < 2e-16 ***
DESTIN_SZSLSZ04 -1.1787840 0.0071355 -165.200 < 2e-16 ***
DESTIN_SZSRSZ01 -1.6435064 0.0128822 -127.580 < 2e-16 ***
DESTIN_SZTHSZ01 -3.4388625 0.0367651 -93.536 < 2e-16 ***
DESTIN_SZTHSZ03 -2.5809435 0.0256853 -100.483 < 2e-16 ***
DESTIN_SZTHSZ04 -2.4887189 0.0214441 -116.056 < 2e-16 ***
DESTIN_SZTHSZ06 -1.7965101 0.0152160 -118.067 < 2e-16 ***
DESTIN_SZTMSZ01 -0.3251891 0.0058067 -56.002 < 2e-16 ***
DESTIN_SZTMSZ02 1.1558743 0.0034703 333.080 < 2e-16 ***
DESTIN_SZTMSZ03 0.4525619 0.0039244 115.319 < 2e-16 ***
DESTIN_SZTMSZ04 0.8223271 0.0040060 205.274 < 2e-16 ***
DESTIN_SZTMSZ05 0.3880619 0.0054308 71.456 < 2e-16 ***
DESTIN_SZTNSZ01 -0.9533112 0.0067853 -140.496 < 2e-16 ***
DESTIN_SZTNSZ02 -1.5909451 0.0097396 -163.348 < 2e-16 ***
DESTIN_SZTNSZ03 -1.6470771 0.0116598 -141.261 < 2e-16 ***
DESTIN_SZTNSZ04 -1.0686173 0.0069848 -152.993 < 2e-16 ***
DESTIN_SZTPSZ01 -0.5180183 0.0056886 -91.063 < 2e-16 ***
DESTIN_SZTPSZ02 0.2160781 0.0038283 56.443 < 2e-16 ***
DESTIN_SZTPSZ03 -0.2479956 0.0056651 -43.776 < 2e-16 ***
DESTIN_SZTPSZ04 -1.5015463 0.0072444 -207.271 < 2e-16 ***
DESTIN_SZTPSZ05 -0.9551144 0.0057981 -164.729 < 2e-16 ***
DESTIN_SZTPSZ06 -0.4846634 0.0074621 -64.950 < 2e-16 ***
DESTIN_SZTPSZ07 -1.9753440 0.0118295 -166.984 < 2e-16 ***
DESTIN_SZTPSZ08 -1.3455063 0.0086909 -154.817 < 2e-16 ***
DESTIN_SZTPSZ09 -0.3556620 0.0061296 -58.024 < 2e-16 ***
DESTIN_SZTPSZ10 -1.3213501 0.0085951 -153.733 < 2e-16 ***
DESTIN_SZTPSZ11 -0.3877006 0.0052409 -73.977 < 2e-16 ***
DESTIN_SZTPSZ12 -0.7064020 0.0062472 -113.075 < 2e-16 ***
DESTIN_SZTSSZ01 -0.8827157 0.0218327 -40.431 < 2e-16 ***
DESTIN_SZTSSZ02 -0.6067055 0.0115514 -52.522 < 2e-16 ***
DESTIN_SZTSSZ03 0.4380259 0.0086774 50.479 < 2e-16 ***
DESTIN_SZTSSZ04 0.4902124 0.0089922 54.515 < 2e-16 ***
DESTIN_SZTSSZ05 1.4336278 0.0093410 153.477 < 2e-16 ***
DESTIN_SZTSSZ06 0.9223573 0.0209024 44.127 < 2e-16 ***
DESTIN_SZWCSZ01 1.1559309 0.0051787 223.208 < 2e-16 ***
DESTIN_SZWCSZ02 -1.2664455 0.0126131 -100.407 < 2e-16 ***
DESTIN_SZWCSZ03 -2.7360882 0.0325753 -83.993 < 2e-16 ***
DESTIN_SZWDSZ01 0.8193492 0.0037301 219.657 < 2e-16 ***
DESTIN_SZWDSZ02 -0.7852474 0.0058655 -133.875 < 2e-16 ***
DESTIN_SZWDSZ03 0.5742422 0.0041884 137.104 < 2e-16 ***
DESTIN_SZWDSZ04 -0.8391525 0.0065075 -128.951 < 2e-16 ***
DESTIN_SZWDSZ05 -0.3510692 0.0057253 -61.319 < 2e-16 ***
DESTIN_SZWDSZ06 0.1358804 0.0043968 30.905 < 2e-16 ***
DESTIN_SZWDSZ07 -0.2207379 0.0066369 -33.259 < 2e-16 ***
DESTIN_SZWDSZ08 -0.0264655 0.0065065 -4.068 4.75e-05 ***
DESTIN_SZWDSZ09 -0.2065828 0.0050524 -40.888 < 2e-16 ***
DESTIN_SZYSSZ01 0.7467996 0.0040979 182.238 < 2e-16 ***
DESTIN_SZYSSZ02 -0.3002718 0.0053434 -56.195 < 2e-16 ***
DESTIN_SZYSSZ03 -1.1087686 0.0057219 -193.778 < 2e-16 ***
DESTIN_SZYSSZ04 -0.3748076 0.0051481 -72.805 < 2e-16 ***
DESTIN_SZYSSZ05 -1.7909654 0.0102064 -175.475 < 2e-16 ***
DESTIN_SZYSSZ06 -1.8519179 0.0099601 -185.933 < 2e-16 ***
DESTIN_SZYSSZ07 -0.9246626 0.0118101 -78.294 < 2e-16 ***
DESTIN_SZYSSZ08 0.4403129 0.0041268 106.697 < 2e-16 ***
DESTIN_SZYSSZ09 0.0267012 0.0041393 6.451 1.11e-10 ***
log(dist) -0.6721961 0.0001353 -4969.566 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 60796037 on 14733 degrees of freedom
Residual deviance: 20988409 on 14175 degrees of freedom
AIC: 21081154
Number of Fisher Scoring iterations: 7CalcRSquared(dbcSIM$data$TRIPS, dbcSIM$fitted.values)[1] 0.57396385.9 Model Comparison
model_list <- list(unconstrained=uncSIM,
originConstrained=orcSIM,
destinationConstrained=decSIM,
doublyConstrained=dbcSIM)compare_performance(model_list,
metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
-----------------------------------------
unconstrained | glm | 4288.012
originConstrained | glm | 3659.954
destinationConstrained | glm | 3389.556
doublyConstrained | glm | 3252.2975.10 Visualising Fitted Values
df <- as.data.frame(uncSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(uncTRIPS = "uncSIM$fitted.values")df <- as.data.frame(orcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(orcTRIPS = "orcSIM$fitted.values")df <- as.data.frame(decSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(decTRIPS = "decSIM$fitted.values")df <- as.data.frame(dbcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(dbcTRIPS = "dbcSIM$fitted.values")unc_p <- ggplot(data = SIM_data,
aes(x = uncTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
orc_p <- ggplot(data = SIM_data,
aes(x = orcTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
dec_p <- ggplot(data = SIM_data,
aes(x = decTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
dbc_p <- ggplot(data = SIM_data,
aes(x = dbcTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)ggarrange(unc_p, orc_p, dec_p, dbc_p,
ncol = 2,
nrow = 2)`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'